{"id":"W1981113461","doi":"10.1515/cclm.2001.145","title":"Clinical Case Material for Teaching Clinical Chemistry and Laboratory Medicine","year":2001,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medical laboratory; Medical physics; Medicine; Chemistry; Pathology","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","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0223308,0.0009656675,0.003712547,0.000044546,0.0005773344,0.00007738407,0.0003976418,0.002031263,0.001739069],"category_scores_gemma":[0.05111093,0.0007569612,0.0004433253,0.0004787883,0.004970233,0.0003638769,0.000285756,0.003835275,0.00001900406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007068333,"about_ca_system_score_gemma":0.0008369186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000441657,"about_ca_topic_score_gemma":0.00001026971,"domain_scores_codex":[0.9883931,0.001445894,0.006125038,0.002284435,0.0007450968,0.00100641],"domain_scores_gemma":[0.9785965,0.01385707,0.001733518,0.001597349,0.001280025,0.002935554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02761034,0.006692151,0.5571427,0.007129021,0.003298795,0.01671426,0.0007784794,0.000001155447,0.02619379,0.0007182729,0.2458029,0.1079181],"study_design_scores_gemma":[0.03352721,0.00363378,0.01089201,0.001420601,0.003164504,0.001710773,0.002758058,0.0005036092,0.0004848533,0.0002930045,0.940394,0.001217618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681091,0.0038897,0.0002015468,0.02113071,0.002152229,0.001060166,0.0004654143,0.0002998894,0.00269119],"genre_scores_gemma":[0.9204305,0.008854914,0.002122183,0.02543972,0.03918407,0.0001437298,0.0004824153,0.0002375327,0.003104881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6945911,"threshold_uncertainty_score":0.9994881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08381407680464485,"score_gpt":0.4566574855158214,"score_spread":0.3728434087111765,"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."}}