{"id":"W2084099844","doi":"10.1145/1370256.1370280","title":"CONFSYS","year":2008,"lang":"en","type":"article","venue":"","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Upload; Presentation (obstetrics); Function (biology); World Wide Web; Engineering management; Multimedia; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002193924,0.00001648015,0.00001791586,0.00001675564,0.00004963932,0.00000358628,0.0002118104,0.00001295128,0.00003835051],"category_scores_gemma":[0.000003137327,0.00001335729,0.000006896756,0.00006451543,0.00001995263,0.0000729141,0.00003367108,0.00002469288,0.0001715406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004190569,"about_ca_system_score_gemma":0.00003808623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002219697,"about_ca_topic_score_gemma":2.077348e-7,"domain_scores_codex":[0.9998239,0.000003180249,0.0000282719,0.00006180248,0.00003915637,0.00004366607],"domain_scores_gemma":[0.9998288,0.00001258331,0.000006067001,0.0001280494,0.00001265118,0.00001190068],"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":[2.843177e-8,0.00001417964,0.002339815,1.336972e-7,9.687445e-7,0.000002412597,0.00002909653,4.038483e-7,0.00006634869,0.9850287,0.01135056,0.001167394],"study_design_scores_gemma":[0.0004210923,0.000115608,0.3137813,0.000005494137,0.000001614111,0.000595381,0.0001119187,0.005727032,0.05307434,0.243302,0.3824769,0.0003873392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05450344,0.00002872022,0.7750669,0.01297393,0.0002179068,0.00002737141,5.629217e-8,0.0003001282,0.1568815],"genre_scores_gemma":[0.9181907,0.000004552201,0.07520066,0.0004944918,0.000009372159,0.000003110368,1.29581e-7,4.217466e-7,0.006096535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8636873,"threshold_uncertainty_score":0.2204865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02858629803718883,"score_gpt":0.2703861935741343,"score_spread":0.2417998955369455,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}