{"id":"W2612495710","doi":"","title":"Study on the Reform of College Physics Teaching","year":2016,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Education and Work Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Personality; Order (exchange); Mathematics education; Mental health; Psychology; Engineering ethics; Sociology; Political science; Politics; Engineering; Law; Social psychology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004192363,0.00009159168,0.0002462563,0.001061226,0.004387006,0.003861026,0.0005920615,0.0007511922,0.004626998],"category_scores_gemma":[0.01362765,0.0001338925,0.0002280096,0.001693319,0.003253612,0.002121007,0.00195195,0.001835155,0.0002929695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01011247,"about_ca_system_score_gemma":0.009533853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01669485,"about_ca_topic_score_gemma":0.01570404,"domain_scores_codex":[0.9951171,0.002522375,0.000171154,0.0002917039,0.001060194,0.0008374991],"domain_scores_gemma":[0.9932153,0.002246342,0.001365152,0.0003827555,0.001330985,0.001459498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001382697,0.001739489,0.1606894,0.000366638,0.00003566944,0.0006648355,0.4321482,0.0006553642,0.001717267,0.2644817,0.01541516,0.1219481],"study_design_scores_gemma":[0.00004750399,0.000401227,0.4604355,0.0002792213,0.00003242912,0.0002231781,0.3306517,0.001446552,0.001678636,0.007735985,0.1970271,0.0000408762],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600007,0.0005142628,0.0004914576,0.009460929,0.0001186141,0.00008798494,0.00003633729,0.00000728828,0.0292825],"genre_scores_gemma":[0.9945633,0.0001884371,0.0001165691,0.0003306846,0.00003921847,0.00001774815,0.00002001342,0.000003099061,0.004720984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01669485,"threshold_uncertainty_score":0.07337141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03919605956872858,"score_gpt":0.3880321757376954,"score_spread":0.3488361161689668,"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."}}