{"id":"W4367032196","doi":"10.7202/1097620ar","title":"Lessons From the Edge","year":2023,"lang":"en","type":"article","venue":"Apprendre et enseigner aujourd’hui Revue du Conseil pédagogique interdisciplinaire du Québec","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Medical education; Psychology; Pedagogy; Mathematics education; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002143177,0.0005396133,0.0006849077,0.000285172,0.002682341,0.0003169503,0.001792645,0.0004869356,0.0003607496],"category_scores_gemma":[0.003528353,0.0004523089,0.0004222273,0.001321418,0.002217273,0.0003989885,0.001307048,0.001072422,0.001800926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008100562,"about_ca_system_score_gemma":0.004286102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04511065,"about_ca_topic_score_gemma":0.3133483,"domain_scores_codex":[0.995635,0.001004234,0.0008196197,0.001026764,0.0004881803,0.001026182],"domain_scores_gemma":[0.9936892,0.003947453,0.0004566241,0.001214458,0.0004378844,0.0002543872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004137163,0.00009774135,0.004056511,0.00001927519,0.0002153612,0.00008597085,0.3924412,0.00003202672,0.0001621841,0.00988795,0.5455755,0.04738497],"study_design_scores_gemma":[0.0005752045,0.00007412535,0.04501795,0.0003107218,0.0001236212,0.00005037069,0.1960355,0.0001019497,0.0002758961,0.01134728,0.7453054,0.0007820001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5027158,0.0007148501,0.00124231,0.478564,0.00225373,0.0005967653,0.0001107448,0.002988878,0.01081295],"genre_scores_gemma":[0.9620167,0.0008401757,0.0002283235,0.001927367,0.001764565,0.0005570748,0.00006219499,0.00009861414,0.03250499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4766366,"threshold_uncertainty_score":0.9997929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03901737888323571,"score_gpt":0.3427054386042844,"score_spread":0.3036880597210487,"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."}}