{"id":"W4403416696","doi":"10.1093/ajcp/aqae129.319","title":"Impact of a PD-L1 Learning Collaborative: outcomes from a mixed-methods evaluation","year":2024,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Axdev Group (Canada)","funders":"","keywords":"Medicine; Computer science; Psychology","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":[0.02229078,0.0001074873,0.0008259175,0.0001330875,0.00009267947,0.00003648356,0.0002364174,0.0001114016,0.0005424237],"category_scores_gemma":[0.02846308,0.00007761854,0.0005405978,0.0006773782,0.001078057,0.000167262,0.00002914312,0.0006175997,0.000009506466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009735552,"about_ca_system_score_gemma":0.003126429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003823474,"about_ca_topic_score_gemma":0.00003858213,"domain_scores_codex":[0.9854808,0.01244085,0.001209419,0.0002007023,0.0004672953,0.0002008738],"domain_scores_gemma":[0.9828238,0.01478628,0.001148108,0.0001193855,0.0009217522,0.0002006278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009791589,0.0001214138,0.1444545,0.000002125866,0.0002045176,0.00001682041,0.004529362,0.000105995,0.0002859666,0.0007284564,0.0004391109,0.8490137],"study_design_scores_gemma":[0.0003881902,0.001888381,0.9642127,0.0000553305,0.0002045936,0.00001171569,0.008489171,0.0001629218,0.00001629793,0.01002703,0.01443097,0.0001127624],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822474,0.001180403,0.008576155,0.002218111,0.002559498,0.0000997909,0.00001196559,0.00001266905,0.003094048],"genre_scores_gemma":[0.8795328,0.0005651627,0.1188634,0.0001148319,0.000748251,0.000003913009,0.000002602553,0.00001075214,0.0001583278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.848901,"threshold_uncertainty_score":0.9797206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425071898662815,"score_gpt":0.6461127937281063,"score_spread":0.5036056038618248,"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."}}