{"id":"W2921998056","doi":"","title":"Observing new professors in class : initial results of the effects of short-term training on teaching practices","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Term (time); Training (meteorology); Class (philosophy); Mathematics education; Psychology; Medical education; Computer science; Artificial intelligence; Medicine; Meteorology; Geography; Physics; Astronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00450494,0.0004033497,0.000472182,0.0006282616,0.001027525,0.0006705336,0.0007671688,0.0006466552,0.004000223],"category_scores_gemma":[0.03043897,0.0002286915,0.0003499186,0.0005769413,0.001433605,0.000569391,0.001481183,0.001287984,0.000304413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002231991,"about_ca_system_score_gemma":0.001422015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03217167,"about_ca_topic_score_gemma":0.05859699,"domain_scores_codex":[0.9949557,0.002077536,0.0002792719,0.0006999135,0.00130876,0.0006787457],"domain_scores_gemma":[0.910127,0.06446464,0.006520506,0.006461508,0.007070404,0.005355899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005064019,0.009900378,0.6008613,0.0009378055,0.000351827,0.000599198,0.09736714,0.0009288574,0.06839994,0.0002510309,0.001477965,0.2138606],"study_design_scores_gemma":[0.00002054086,0.001803485,0.9897705,0.0000198483,0.00002502631,0.00002460389,0.003836317,0.0001288577,0.003322599,0.00003450353,0.001001133,0.0000125542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975425,0.00008095372,0.000263329,0.00006214963,0.000005009463,0.00008512648,0.00007380557,0.00001325947,0.001873863],"genre_scores_gemma":[0.9975479,0.00006170726,0.0004685203,0.00003601433,0.000009939557,0.00008779282,0.00007778814,0.000007503401,0.001702789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03217167,"threshold_uncertainty_score":0.06396884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1397123427410227,"score_gpt":0.4065706702696966,"score_spread":0.2668583275286739,"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."}}