{"id":"W1973072666","doi":"10.1159/000076099","title":"Toward a Systemic Approach to Disease","year":2003,"lang":"en","type":"article","venue":"Complexus","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Categorization; Disease; Anemia; Ideal (ethics); Intensive care medicine; Simple (philosophy); Medicine; Epistemology; Philosophy; Psychiatry; 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":[0.01015388,0.0008724324,0.001159163,0.004727198,0.001719421,0.007056004,0.001670023,0.002312737,0.003221783],"category_scores_gemma":[0.006662727,0.0004913646,0.001156553,0.001814339,0.0177147,0.008393719,0.005171074,0.005999818,0.0009184998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004008785,"about_ca_system_score_gemma":0.003711362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00206242,"about_ca_topic_score_gemma":0.001555172,"domain_scores_codex":[0.9957334,0.002181103,0.0002552178,0.0008581011,0.0007686748,0.0002034064],"domain_scores_gemma":[0.9947285,0.002401201,0.000380128,0.0007876663,0.001154497,0.0005479224],"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":[0.000007592062,0.00001856641,0.0006898358,0.00005985154,0.00001652972,0.00005768946,0.0009752297,0.0008316263,0.0001939351,0.9846683,0.002962831,0.009518017],"study_design_scores_gemma":[0.000006877511,0.00001651281,0.0003505295,0.00004841682,0.000007714077,0.0000906166,0.0002891347,0.002237122,0.00006273938,0.9673985,0.02948299,0.000008936486],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01430127,0.01818231,0.7647248,0.1123029,0.001880311,0.0001294342,0.0003409289,0.0004055707,0.08773253],"genre_scores_gemma":[0.5300764,0.01648038,0.4151954,0.01515938,0.005557049,0.000596688,0.0006195243,0.0002219583,0.01609323],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01015388,"threshold_uncertainty_score":0.05369955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06948023629756735,"score_gpt":0.2955698494194969,"score_spread":0.2260896131219296,"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."}}