{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03065071,0.0002536748,0.0004446432,0.0002358444,0.0006430549,0.0002316455,0.002136816,0.0004520839,0.00002618384],"category_scores_gemma":[0.1081836,0.0002096804,0.0001978641,0.0003026507,0.0004702157,0.0004575943,0.001081703,0.00175598,0.00000430715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002314682,"about_ca_system_score_gemma":0.001847139,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01073174,"about_ca_topic_score_gemma":0.01995757,"domain_scores_codex":[0.9639474,0.03300123,0.0009193842,0.0006115489,0.001168725,0.0003516868],"domain_scores_gemma":[0.9719743,0.02206378,0.003329332,0.001617225,0.0008909121,0.0001245284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001504684,0.0009374641,0.01484741,0.0006344633,0.0001456743,0.000003999998,0.6391674,0.00009414636,0.008347426,0.1662385,0.0006740452,0.168759],"study_design_scores_gemma":[0.01058505,0.00002180169,0.4003785,0.1726974,0.0009931889,0.000008797336,0.03626928,0.00548959,0.202465,0.05468197,0.1126812,0.003728296],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8052087,0.0002529091,0.001070191,0.07007427,0.0009427545,0.001110059,0.00002404674,0.00009641248,0.1212206],"genre_scores_gemma":[0.9911363,0.0001897862,0.004365474,0.00007293898,0.00007974076,0.00003526936,0.00002319213,0.0000295541,0.004067716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6028981,"threshold_uncertainty_score":0.9981491,"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."}}