{"id":"W2891547994","doi":"10.1515/cti-2018-0001","title":"Assistance in handling large-enrolment, introductory General Chemistry courses","year":2018,"lang":"en","type":"article","venue":"Chemistry Teacher International","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mathematics education; Degree program; Meaning (existential); Library science; Medical education; Pedagogy; Sociology; Psychology; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004326488,0.0004196973,0.0003320649,0.00003797494,0.0001565351,0.0002049897,0.001261731,0.0003901302,0.03347031],"category_scores_gemma":[0.000649272,0.0004792685,0.0001555125,0.0001764693,0.0003637907,0.0002112308,0.0003805525,0.001041588,0.00009551599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009398307,"about_ca_system_score_gemma":0.0002963493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003790616,"about_ca_topic_score_gemma":0.00001788277,"domain_scores_codex":[0.9967264,0.00001863545,0.0006029736,0.0009544178,0.0008706711,0.0008268911],"domain_scores_gemma":[0.9983203,0.00005716903,0.0002271201,0.0007917419,0.000349544,0.0002541112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001110272,0.0004772779,0.0637309,0.0001973775,0.0001392789,0.0000635637,0.0002244943,0.00001442729,0.9252931,0.00004075838,0.009000362,0.0007074198],"study_design_scores_gemma":[0.001566675,0.000004849766,0.0006290299,0.0001209013,0.0000141176,0.00006193687,0.000273207,0.003674728,0.8273376,0.0001880905,0.1656388,0.0004901289],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7580548,0.0002031165,0.00008291456,0.0006954643,0.0002269376,0.0000439811,0.0000964021,0.0001551361,0.2404413],"genre_scores_gemma":[0.8830082,0.00003295988,0.0004574156,0.00008764887,0.005306052,0.00006577226,0.0004173508,0.00006528047,0.1105593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1566384,"threshold_uncertainty_score":0.9997659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769281255365475,"score_gpt":0.3051865128925514,"score_spread":0.2874937003388967,"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."}}