{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006577814,0.00005621532,0.0000546679,0.00002668722,0.0002998755,0.0000256368,0.00007574408,0.0001147753,0.0000566836],"category_scores_gemma":[0.0003256173,0.00005979056,0.00001837005,0.00009747739,0.0001928248,0.00002841021,0.00001445421,0.0001236293,0.000002664994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005253344,"about_ca_system_score_gemma":0.0003659766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005309935,"about_ca_topic_score_gemma":0.000007941775,"domain_scores_codex":[0.9992711,0.0002481058,0.00006745569,0.0001725723,0.0000534551,0.000187331],"domain_scores_gemma":[0.9997165,0.00003203359,0.0000311398,0.0000930223,0.00003754222,0.00008976628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002595205,0.0002275233,0.05983753,0.00008981839,0.00006371301,0.000002637114,0.007422443,0.000001062215,0.7309223,0.09962083,0.02300517,0.078781],"study_design_scores_gemma":[0.0001760958,0.00003263011,0.0002127893,0.00003171529,0.000011726,0.000003130382,0.005893086,0.000001451616,0.2459022,0.005381352,0.7421773,0.0001765023],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9045499,0.003207779,0.0004452633,0.01229563,0.0001594037,0.0001572579,0.000001577288,0.0000354248,0.07914777],"genre_scores_gemma":[0.9960597,0.0001423142,0.0009549788,0.001755596,0.00007478654,0.00002023477,0.00003214998,0.000004354906,0.0009558722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7191721,"threshold_uncertainty_score":0.2438188,"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."}}