{"id":"W6904782651","doi":"10.1371/journal.pone.0311599.s001","title":"Algorithms.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical costs; Cohort; Indirect costs; Health care; Public health; Total cost; Confidence interval; Medical care","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002213219,0.002135441,0.001428008,0.003300822,0.001723439,0.006120536,0.003558582,0.002740928,0.3976004],"category_scores_gemma":[0.01029747,0.0009003322,0.001743626,0.003636923,0.0007287022,0.005003794,0.004227009,0.002166338,0.4551606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001958801,"about_ca_system_score_gemma":0.00340484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0105087,"about_ca_topic_score_gemma":0.009373969,"domain_scores_codex":[0.9973952,0.0004549066,0.0002039453,0.0007893642,0.0007951361,0.0003614257],"domain_scores_gemma":[0.9963851,0.000680018,0.0001595829,0.001158046,0.00132023,0.0002970188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002589618,0.0001001043,0.001695408,0.0006222946,0.00006335267,0.0001204464,0.0001587029,0.001517471,0.0008622418,0.02616699,0.7090483,0.2593858],"study_design_scores_gemma":[0.00007997885,0.00003489795,0.001071262,0.0001997902,0.00002847435,0.0002305381,0.0001368549,0.008156677,0.00131516,0.02842996,0.9602684,0.00004802768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00459958,0.003889054,0.2124835,0.00653407,0.003004438,0.001302216,0.1259376,0.1663067,0.475943],"genre_scores_gemma":[0.06065268,0.005135561,0.1950215,0.006317908,0.001313777,0.00190026,0.2890267,0.0336343,0.4069974],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6023996,"threshold_uncertainty_score":0.8592499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05863903959268862,"score_gpt":0.3557067587711962,"score_spread":0.2970677191785075,"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."}}