{"id":"W2104206024","doi":"10.1002/bmb.2003.494031060298","title":"Commentary: Hiring researchers who teach","year":2003,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obligation; Medical education; Psychology; Pedagogy; Public relations; Political science; Medicine; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02393923,0.00249901,0.002835451,0.002908204,0.01291798,0.008740508,0.009994001,0.107556,0.008927865],"category_scores_gemma":[0.1470658,0.002249838,0.002479972,0.003122168,0.01265096,0.01267975,0.005298803,0.1000927,0.01043965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01557789,"about_ca_system_score_gemma":0.02117806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02293519,"about_ca_topic_score_gemma":0.01938893,"domain_scores_codex":[0.9666912,0.01015665,0.003130071,0.005637683,0.01168083,0.002703483],"domain_scores_gemma":[0.9062405,0.05898344,0.004329907,0.002677704,0.01998159,0.007786823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002069591,0.000006037328,0.00003678627,0.0000858293,0.000007262475,0.0002135557,0.0003380589,0.00001138268,0.00004987916,0.0008775624,0.9968213,0.001531594],"study_design_scores_gemma":[0.0000741788,0.00003945412,0.0003003591,0.001160087,0.00003546033,0.0007185368,0.001848121,0.0001504295,0.0002413184,0.003142311,0.9922002,0.00008962062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009254041,0.001688312,0.00005581835,0.9217104,0.07542513,0.00001275876,0.00003262641,0.00002670629,0.000955641],"genre_scores_gemma":[0.001078157,0.0007922217,0.00008040554,0.9545172,0.04164508,0.00003693623,0.00001321913,0.00003319573,0.001803517],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.107556,"threshold_uncertainty_score":0.1266042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02183882775633813,"score_gpt":0.3724899501306196,"score_spread":0.3506511223742815,"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."}}