{"id":"W2073269327","doi":"10.1371/journal.pone.0078540","title":"Inquiry-based training improves teaching effectiveness of biology teaching assistants","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Medical education; Teaching method; Graduate students; Teaching assistant; Mathematics education; Psychology; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009988066,0.0001362659,0.0003522927,0.0001596059,0.0007216818,0.000098058,0.000369681,0.0001445307,0.0001551498],"category_scores_gemma":[0.01190811,0.0001330058,0.00006824802,0.0001041642,0.0003021873,0.0007136804,0.00004959998,0.0005801371,0.00004800173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001290263,"about_ca_system_score_gemma":0.0002457441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004764226,"about_ca_topic_score_gemma":0.0001099352,"domain_scores_codex":[0.9934821,0.004995267,0.0003237754,0.0003001038,0.0005455536,0.0003531968],"domain_scores_gemma":[0.9950469,0.004073694,0.0003855845,0.0002332755,0.0001550163,0.0001055785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006957851,0.001995249,0.04793819,0.000341274,0.0003820173,9.146046e-7,0.05506824,0.00003119395,0.8006703,0.05001318,0.00005743278,0.04343239],"study_design_scores_gemma":[0.008833261,0.003289226,0.6751843,0.007951339,0.001876683,0.000001771438,0.1051929,0.01418629,0.1108333,0.06278855,0.006161586,0.003700823],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812118,0.00005351593,0.001452654,0.001728886,0.0001736818,0.0005423062,0.000003287232,0.000156874,0.01467703],"genre_scores_gemma":[0.9762122,0.000003120536,0.02323481,0.0001098671,0.0001998939,0.00007331515,0.000008344094,0.00001996741,0.0001384459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.689837,"threshold_uncertainty_score":0.996415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2556651593491105,"score_gpt":0.4252538916398819,"score_spread":0.1695887322907713,"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."}}