{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"e67ffad13817","filters":{"venue":"Tech directions"}},"results":[{"id":"W293832508","doi":"","title":"CAD/CAM: Practical and Persuasive in Canadian Schools.","year":2007,"lang":"en","type":"article","venue":"Tech directions","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"CAD; Mathematics education; Engineering; Higher education; Engineering management; Psychology; Pedagogy; Medical education; Engineering drawing; Multimedia; Manufacturing engineering; Computer science; Medicine; Economics; Economic growth","authors":[{"name":"Ed Willms","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01774502376428903,"gpt":0.3091124311269151,"spread":0.291367407362626,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002879577,0.00005688666,0.00005073992,0.0002527387,0.00007310816,0.00003215835,0.00002510778,0.00006163375,0.000149163],"category_scores_gemma":[0.0003289187,0.00006644496,0.000009813851,0.0003360041,0.0000126527,0.0001924661,0.000003363095,0.0002818564,0.00010081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002227532,"about_ca_system_score_gemma":0.0001597096,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07186011,"about_ca_topic_score_gemma":0.4123698,"domain_scores_codex":[0.9995536,0.00001346107,0.00008604583,0.00008285417,0.00004764236,0.0002163505],"domain_scores_gemma":[0.9995475,0.0001276993,0.000008249989,0.00008307916,0.0000247009,0.0002087161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007709912,0.0006009355,0.1849159,0.0001729018,0.0003285537,0.0003993931,0.01346879,0.0007768453,0.01660221,0.1035819,0.3243856,0.3546898],"study_design_scores_gemma":[0.000150953,0.00001376398,0.1119879,0.00001284801,0.00001563434,0.0001663533,0.001923695,0.0005945633,0.001090778,0.0002926887,0.8835658,0.0001850717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2346882,0.001192283,0.006203683,0.009769175,0.002001984,0.0004655764,0.00001441851,0.0008706236,0.744794],"genre_scores_gemma":[0.9967849,0.0001189342,0.002161756,0.0001255668,0.0000625291,0.00001252821,0.000002068288,0.00001231648,0.0007193506],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7620967,"threshold_uncertainty_score":0.9343204,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W8407357","doi":"10.1038/hdy.1993.141","title":"Making a Laser Level.","year":2004,"lang":"en","type":"article","venue":"Tech directions","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mathematics education; Engineering; Laser; Engineering management; Sociology; Psychology; Optics; Physics","authors":[{"name":"H. L. Hawkins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1075986145415508,"gpt":0.4038613302180882,"spread":0.2962627156765374,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001351462,0.00003475759,0.00003581813,0.0001054002,0.0005910206,0.00002765661,0.00007814667,0.00007801222,0.0003460356],"category_scores_gemma":[0.0002320402,0.00003562102,0.00002552233,0.0004343872,0.0001105174,0.00009695913,0.000006337057,0.00009962582,0.0002151216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001574026,"about_ca_system_score_gemma":0.0001438572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001669789,"about_ca_topic_score_gemma":0.01544591,"domain_scores_codex":[0.9996358,0.00001843995,0.00006267493,0.00008542446,0.00008540125,0.0001122693],"domain_scores_gemma":[0.999786,0.00001955823,0.00002308471,0.00008876434,0.00005958524,0.00002307585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001095771,0.0001242648,0.003830786,0.000001084982,0.00001082168,9.886529e-7,0.00613433,0.000007277501,0.0003208815,0.9577444,0.003406584,0.02841748],"study_design_scores_gemma":[0.0001646504,0.00001908203,0.01157844,0.00002864579,0.00001388271,0.000004854861,0.01464622,0.000001766493,0.005278653,0.09493931,0.8731751,0.0001494209],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2534876,0.00008507146,0.00838289,0.03796489,0.001427209,0.0002698365,0.000006055201,0.002102737,0.6962737],"genre_scores_gemma":[0.9907141,0.00003091977,0.002525309,0.0001751906,0.00009777457,0.00004107435,0.000001524524,0.000003896909,0.00641024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8697685,"threshold_uncertainty_score":0.8619179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}