{"id":"W2944335313","doi":"10.5430/ijhe.v8n3p83","title":"Teaching Students to Think - Faculty Recommendations for Teaching Evaluations Employing Automated Content Analysis","year":2019,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Psychology; Criticism; Medical education; Perception; Discipline; Higher education; Teaching method; Mathematics education; Medicine; Sociology; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02767753,0.00127247,0.0008491194,0.009730441,0.002143869,0.008588932,0.001565507,0.0009099129,0.007432523],"category_scores_gemma":[0.1187279,0.000691057,0.001000306,0.004628288,0.001765438,0.006235666,0.001774636,0.001520405,0.004543838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003714491,"about_ca_system_score_gemma":0.00581391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004674425,"about_ca_topic_score_gemma":0.01145257,"domain_scores_codex":[0.9772464,0.01412985,0.001842745,0.001350849,0.004893831,0.0005363738],"domain_scores_gemma":[0.8717824,0.07405026,0.009764676,0.008697332,0.03308933,0.002616085],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002056676,0.000520438,0.01995185,0.000900739,0.00007712343,0.0001058896,0.01090509,0.001073016,0.00608434,0.004066293,0.03684714,0.9192623],"study_design_scores_gemma":[0.0009891471,0.002466034,0.1438678,0.009451078,0.0008304426,0.001015814,0.1558256,0.1098742,0.07495719,0.0957033,0.4037819,0.001237485],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2429584,0.002011634,0.6140571,0.02190319,0.001332723,0.0104165,0.002395936,0.02913207,0.07579239],"genre_scores_gemma":[0.2451511,0.0009154475,0.7374805,0.0008322231,0.0002182599,0.002722927,0.001401575,0.0008909248,0.01038708],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9723225,"threshold_uncertainty_score":0.1463745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2400140803121792,"score_gpt":0.5912842779037494,"score_spread":0.3512701975915702,"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."}}