{"id":"W2121884394","doi":"10.1373/clinchem.2011.178582","title":"Advancing Laboratory Medicine through Innovation: A Tale of Six Inventors","year":2012,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Medical laboratory; Medicine; Business; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0525945,0.002066914,0.001608999,0.005052893,0.009973085,0.01849802,0.003756254,0.0132106,0.004580856],"category_scores_gemma":[0.04551952,0.0009070803,0.001922756,0.002050905,0.02128175,0.03030928,0.01547363,0.02659037,0.002431612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004742458,"about_ca_system_score_gemma":0.01198824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007397591,"about_ca_topic_score_gemma":0.001688782,"domain_scores_codex":[0.9713967,0.01457867,0.001530983,0.001941286,0.007658116,0.002894162],"domain_scores_gemma":[0.9483113,0.0233194,0.001709346,0.003021694,0.008281672,0.01535664],"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":[0.0002126493,0.0005728179,0.002928623,0.001134753,0.000139684,0.001526371,0.03117919,0.0005563287,0.00107179,0.1419643,0.5106933,0.3080201],"study_design_scores_gemma":[0.00005054725,0.0003514753,0.0004515171,0.001473608,0.00004485838,0.001405834,0.009998224,0.0004352863,0.0005421875,0.082204,0.9029251,0.0001173951],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00405249,0.1435397,0.01602871,0.7560652,0.06824162,0.0001307747,0.00003241633,0.0003059611,0.01160307],"genre_scores_gemma":[0.10143,0.2227783,0.05415606,0.438828,0.1354877,0.0005870797,0.0001626938,0.000708284,0.04586182],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0525945,"threshold_uncertainty_score":0.2781496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611823995310392,"score_gpt":0.3225156701199171,"score_spread":0.2963974301668131,"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."}}