{"id":"W1999498765","doi":"10.1002/bmb.2002.494030060140","title":"PBL 2002: A pathway to better learning: June 16–20, 2002, Baltimore, Maryland","year":2002,"lang":"en","type":"article","venue":"Biochemistry and Molecular Biology Education","topic":"Diverse Research and Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Gerontology; Mathematics education; Medicine","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":[0.00009651347,0.000114244,0.00008945787,0.0000565353,0.0001263696,0.00006802749,0.000306996,0.0001055856,0.0002175083],"category_scores_gemma":[0.00006784782,0.000111029,0.00003361757,0.0002313257,0.00006717349,0.00005400766,0.0001397417,0.0001287878,0.0002231954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002889145,"about_ca_system_score_gemma":0.00007839738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001838666,"about_ca_topic_score_gemma":7.85293e-7,"domain_scores_codex":[0.9990998,0.00004422348,0.0001115927,0.0004105427,0.00008077033,0.0002530823],"domain_scores_gemma":[0.9993178,0.00002055818,0.00004104308,0.0003310055,0.00007529049,0.0002143279],"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":[0.000004766325,0.0002680905,0.0004646406,0.00002808259,0.00002576833,0.000004523098,0.0001170372,0.000003738579,0.7693042,0.003247909,0.1331865,0.09334469],"study_design_scores_gemma":[0.0002228163,0.00008087012,0.0001855136,0.00001843328,0.000006727664,0.00003587761,0.00005350933,0.0004797201,0.3463826,0.0007577111,0.6515128,0.0002634079],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5739622,0.007231291,0.262571,0.06341795,0.000680803,0.0009935459,0.00004883042,0.000303811,0.09079061],"genre_scores_gemma":[0.9432301,0.00019503,0.0128158,0.003501036,0.0002281912,0.000194855,0.0001243909,0.00001346109,0.03969716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5183263,"threshold_uncertainty_score":0.452763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023278596547114,"score_gpt":0.263832675450903,"score_spread":0.2535998894854319,"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."}}