{"id":"W4411957527","doi":"10.59236/td2014vol7iss31195","title":"Desks in Rows","year":2014,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Row; Computer science; Database","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004507266,0.00006325632,0.0001015367,0.0001760818,0.001408865,0.0001088473,0.00008398187,0.00008581785,0.00003511457],"category_scores_gemma":[0.001256066,0.00005478898,0.00002950501,0.00007582517,0.0001373239,0.0003487572,0.000002900507,0.001851207,0.00001399088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005140902,"about_ca_system_score_gemma":0.00004708686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004964534,"about_ca_topic_score_gemma":0.0006446487,"domain_scores_codex":[0.997826,0.001630315,0.0001744312,0.00006677902,0.0001191055,0.0001833993],"domain_scores_gemma":[0.9995165,0.0002862253,0.00006847667,0.00002661183,0.00003423497,0.00006788017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000997696,0.00003903143,0.02721969,0.000004639554,0.000008789934,8.279459e-7,0.5088514,0.00005885549,0.00007703567,0.08208585,0.0001960839,0.3814478],"study_design_scores_gemma":[0.001631795,0.0004332654,0.07120429,0.0002757493,0.00002814173,0.00004795607,0.3928392,0.002164878,0.0001055578,0.03186238,0.4989229,0.0004839076],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8854709,0.00005752302,0.02174359,0.004771739,0.0001762159,0.00005642414,1.966866e-7,0.00007264814,0.08765081],"genre_scores_gemma":[0.9981307,0.0001425331,0.001066689,0.0001617134,0.0001361517,0.000002782534,0.000003041484,0.000004205868,0.0003521655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4987268,"threshold_uncertainty_score":0.9998912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285928555958356,"score_gpt":0.3138184963010207,"score_spread":0.2909592107414372,"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."}}