{"id":"W4205236379","doi":"10.3390/jpm12010034","title":"Profit versus Quality: The Enigma of Scientific Wellness","year":2022,"lang":"en","type":"review","venue":"Journal of Personalized Medicine","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Brock University","keywords":"Profit (economics); Quality (philosophy); Health care; Variety (cybernetics); Perspective (graphical); Marketing; Business; Public relations; Data science; Computer science; Economics; Political science; Microeconomics; Economic growth","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03576967,0.0003354205,0.002808784,0.0008250008,0.001491708,0.00001265699,0.001443048,0.000196348,0.01854479],"category_scores_gemma":[0.01345027,0.0001755784,0.0005316563,0.00204502,0.00114205,0.0001472277,0.0002355395,0.002444539,0.00006055822],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008780487,"about_ca_system_score_gemma":0.0102692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001553023,"about_ca_topic_score_gemma":0.00003829216,"domain_scores_codex":[0.9832996,0.007706094,0.004814262,0.0003342398,0.003135499,0.0007102781],"domain_scores_gemma":[0.9712584,0.01819918,0.008751942,0.0006579471,0.000708542,0.0004240086],"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":[0.0003912567,0.00004439585,0.00004094081,0.04445953,0.0003906975,0.00003519154,0.04630831,2.1957e-7,0.00001041984,0.006069205,0.1632504,0.7389994],"study_design_scores_gemma":[0.00290919,0.0003234506,0.00001357548,0.008372347,0.0006705708,0.00004184466,0.01510328,6.071948e-7,3.404442e-7,0.00006938203,0.9723611,0.000134271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001680631,0.9697086,0.00005780107,0.01465283,0.01080288,0.00177133,0.0001276015,0.0000126129,0.002698326],"genre_scores_gemma":[0.00002462959,0.9898735,0.0001217107,0.001977573,0.001923547,0.0001469244,0.00002496044,0.00004363968,0.005863464],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8091107,"threshold_uncertainty_score":0.9998569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8850848400375314,"score_gpt":0.75461772340758,"score_spread":0.1304671166299514,"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."}}