{"id":"W2808318211","doi":"","title":"Loopy: The Political Ontology of Bipolar Disorder","year":2013,"lang":"en","type":"article","venue":"Aporia","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Politics; Ontology; Bipolar disorder; Psychology; Computer science; Political science; Epistemology; Social psychology; Philosophy; Mood; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001635827,0.0002357311,0.0002184573,0.001043536,0.003617132,0.005272006,0.000503969,0.002279645,0.006978749],"category_scores_gemma":[0.002913597,0.0001218163,0.0002272522,0.0007666415,0.02290151,0.003261958,0.002380971,0.00402125,0.0004402406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003495289,"about_ca_system_score_gemma":0.002436604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01006561,"about_ca_topic_score_gemma":0.009572188,"domain_scores_codex":[0.9988318,0.0006902146,0.00003049747,0.00009902442,0.0001211783,0.0002272822],"domain_scores_gemma":[0.9989777,0.0005859399,0.0000995545,0.00009545937,0.00008709572,0.0001544052],"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":[0.00000780807,0.000002664745,0.0000928723,0.000004818526,8.635566e-7,0.00003287249,0.001305348,0.00004108731,0.00001480819,0.9948022,0.002067504,0.001627321],"study_design_scores_gemma":[0.00002047699,0.000007210881,0.0005217098,0.00006004121,0.000004329077,0.0001395505,0.002542548,0.0002723031,0.00003428711,0.9307228,0.06566767,0.000007106713],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0406412,0.007369643,0.01203502,0.1229116,0.001708881,0.00003555297,0.0001672891,0.00005370269,0.8150772],"genre_scores_gemma":[0.95825,0.002018571,0.001706092,0.008842304,0.001491866,0.00005897022,0.00004753771,0.00006136514,0.02752321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01006561,"threshold_uncertainty_score":0.02536023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02056643504618978,"score_gpt":0.2538045234346856,"score_spread":0.2332380883884958,"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."}}