{"id":"W2438251345","doi":"10.2166/wst.2001.0318","title":"Teaching future professors how to teach","year":2001,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Class (philosophy); Course (navigation); Graduate students; Medical education; Unit (ring theory); Mathematics education; Teaching method; Student teaching; Team teaching; Psychology; Engineering; Computer science; Student teacher; Medicine; Teacher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003188239,0.0001697643,0.0001381239,0.0008977015,0.0002366948,0.00006900736,0.0008098584,0.0001353233,0.00001612649],"category_scores_gemma":[0.00003133697,0.0001360769,0.00002191388,0.0008841361,0.0001669947,0.0003020049,0.0002428527,0.000558731,0.0001570343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001924206,"about_ca_system_score_gemma":0.00000851496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003855005,"about_ca_topic_score_gemma":0.000002400591,"domain_scores_codex":[0.9986158,0.000007782711,0.0001121265,0.0003292397,0.0002123644,0.0007226607],"domain_scores_gemma":[0.9994459,0.000004136289,0.000008722498,0.0004206698,0.00002342694,0.00009716816],"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":[0.000001013271,0.000009672734,0.0009659057,0.000007787011,0.000003438685,0.00001844586,0.001829102,0.01039323,0.9769597,0.00115096,0.0001998946,0.008460857],"study_design_scores_gemma":[0.0001127262,0.00007819436,0.0001822543,0.00002494711,0.000002797834,0.0001215951,0.001992525,0.009674883,0.6952809,0.0001345354,0.2920412,0.0003534819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747329,0.00008887862,0.01082841,0.006520671,0.001045355,0.0001762764,3.842311e-7,0.002622828,0.003984315],"genre_scores_gemma":[0.9876003,0.000004136845,0.01119795,0.00006650041,0.0001365694,0.00005064323,8.354862e-7,0.00003369849,0.0009093684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2918412,"threshold_uncertainty_score":0.5549054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006106936651800435,"score_gpt":0.2345251435015915,"score_spread":0.2284182068497911,"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."}}