{"id":"W2088988690","doi":"10.1038/embor.2011.256","title":"‘Positive biology’ as a new paradigm for the medical sciences","year":2012,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Focus (optics); Public health; Biology; Engineering ethics; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02053198,0.001853448,0.002269506,0.002273288,0.003971079,0.01072468,0.00329429,0.00733533,0.008429056],"category_scores_gemma":[0.01240692,0.000617008,0.001037514,0.0009895024,0.06119569,0.01817488,0.008941795,0.01474634,0.002094812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004570344,"about_ca_system_score_gemma":0.005815941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007444786,"about_ca_topic_score_gemma":0.0008560161,"domain_scores_codex":[0.9901035,0.005953673,0.0003417471,0.0008312921,0.002215571,0.0005543687],"domain_scores_gemma":[0.980124,0.01261855,0.0009340306,0.00235909,0.0017246,0.002239717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004711259,0.00003199383,0.0001085659,0.0002241141,0.0000141124,0.00006490356,0.0006556502,0.0001279808,0.0005010752,0.9729512,0.0122947,0.01297846],"study_design_scores_gemma":[0.00004105393,0.00005480274,0.00008169597,0.000095933,0.000008714717,0.0001207683,0.0003034227,0.0001834667,0.0002578895,0.8964919,0.1023382,0.00002217682],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006128983,0.08418471,0.08942699,0.6543986,0.02840126,0.00008170866,0.0001105132,0.0005896243,0.1366777],"genre_scores_gemma":[0.5228317,0.06643362,0.07843283,0.2295963,0.06324075,0.0009239825,0.0001703274,0.0006732367,0.03769739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02053198,"threshold_uncertainty_score":0.1085848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02324862400487328,"score_gpt":0.3235697905045786,"score_spread":0.3003211664997053,"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."}}