{"id":"W2895663681","doi":"","title":"Vulnerability, Health Care, and Need","year":2016,"lang":"en","type":"article","venue":"PhilPapers (PhilPapers Foundation)","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Vulnerability (computing); Health care; Business; Computer science; Risk analysis (engineering); Computer security; Economic growth; Economics","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000959729,0.0003844742,0.0006021202,0.0001914004,0.003178997,0.00002676256,0.0002419645,0.0002082949,0.001759964],"category_scores_gemma":[0.0007188623,0.0002681053,0.00008995985,0.0003330822,0.0004151589,0.0004154324,0.0002096208,0.0004638914,0.001308424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007487703,"about_ca_system_score_gemma":0.0009337895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006185373,"about_ca_topic_score_gemma":0.0005067228,"domain_scores_codex":[0.9960487,0.0005596936,0.000983321,0.0007465047,0.000454966,0.001206792],"domain_scores_gemma":[0.9969,0.001177836,0.0003541305,0.0005876894,0.0003528845,0.0006274883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002901955,0.00009822478,0.08968928,0.001085566,0.000168546,0.000004165635,0.06128586,5.802039e-7,0.001338798,0.03804446,0.006154413,0.8018399],"study_design_scores_gemma":[0.002625316,0.0003114442,0.06813879,0.0002594488,0.00002791493,0.000003977439,0.007651597,0.000002580037,0.00001771569,0.0007325017,0.9198056,0.0004231164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2874521,0.003312997,0.000350057,0.5288887,0.00293593,0.003808927,0.00008984682,0.0009535254,0.1722079],"genre_scores_gemma":[0.9515941,0.002244234,0.0005793767,0.04085348,0.0008894803,0.0004875176,0.00005119368,0.00007181652,0.003228872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9136512,"threshold_uncertainty_score":0.9999771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05390276571571852,"score_gpt":0.4165709607410127,"score_spread":0.3626681950252942,"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."}}