{"id":"W4285182093","doi":"10.4236/health.2022.145044","title":"Analysis of Indigents Selection by the Community: A Construction Inequality","year":2022,"lang":"en","type":"article","venue":"Health","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poverty; Quarter (Canadian coin); Christian ministry; Marital status; Inequality; Socioeconomics; Medicine; Selection (genetic algorithm); Environmental health; Economic growth; Geography; Economics; Population; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01119152,0.00007732718,0.0003638742,0.0001926471,0.00543133,0.000004364245,0.0001648978,0.00006070136,0.0009481441],"category_scores_gemma":[0.0002251563,0.00006056331,0.00006849524,0.001719289,0.00003811403,0.00007530085,0.0001094943,0.001617568,0.000008558421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004995251,"about_ca_system_score_gemma":0.0009794601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.128608,"about_ca_topic_score_gemma":0.01167873,"domain_scores_codex":[0.9762992,0.02205935,0.000819628,0.0001241402,0.0003723612,0.0003252791],"domain_scores_gemma":[0.9968692,0.001396938,0.001159214,0.0003474377,0.0001239814,0.0001032364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009133,0.0001618945,0.9012827,0.0005585212,0.000395727,1.378075e-7,0.05213666,0.00008598833,0.00003015431,0.002329383,0.01781981,0.02510773],"study_design_scores_gemma":[0.0005452849,0.0005002652,0.3215585,0.00003962249,0.0001779751,0.000006300176,0.1319364,0.001044144,0.00000448666,0.0002343393,0.5438184,0.0001342932],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831252,0.0003616665,0.0005315291,0.01219578,0.0006748264,0.0009490661,0.0003884068,0.00005536224,0.001718206],"genre_scores_gemma":[0.9953397,0.00006118194,0.00007117137,0.003828743,0.00004907028,0.0001757154,0.0001587416,0.00000902158,0.0003066627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5797242,"threshold_uncertainty_score":0.9999651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2220372972184471,"score_gpt":0.5357622780203279,"score_spread":0.3137249808018809,"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."}}