{"id":"W6925393947","doi":"10.17605/osf.io/evxt4","title":"HEARTS Study - Quantitative Data 2","year":2025,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conceptualization; Equity (law); Transparency (behavior); Health care; Triage; Mental health; Health data; Socialization; Data system","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004036557,0.0002687822,0.0005372558,0.0002049544,0.0002067633,0.00008547644,0.001009548,0.0001447017,0.1910683],"category_scores_gemma":[0.006640807,0.0002360155,0.0001082565,0.0004482252,0.0001501973,0.0002368388,0.002534919,0.0005018306,0.3652485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001198443,"about_ca_system_score_gemma":0.0002443762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004445784,"about_ca_topic_score_gemma":0.0001201315,"domain_scores_codex":[0.995926,0.0004296651,0.0005330713,0.002438329,0.0003173001,0.0003556413],"domain_scores_gemma":[0.9928187,0.0003878036,0.0001296131,0.006294661,0.0002209356,0.0001483325],"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":[0.002033597,0.005495901,0.08541799,0.0005363464,0.001834783,0.0002304403,0.002364886,0.00003291394,0.1570625,0.002926317,0.6740915,0.06797281],"study_design_scores_gemma":[0.003018001,0.00001691392,0.1454703,0.0004937807,0.000918546,0.00007897126,0.001831444,0.0005802826,0.08313987,0.001437194,0.7623276,0.0006871942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5560955,0.00001306894,0.0002015467,0.005174558,0.0007424659,0.002697556,0.00005023388,0.0001938217,0.4348312],"genre_scores_gemma":[0.6934032,0.00005073505,0.001497448,0.0005114748,0.00006381184,0.00001078109,0.00004628852,0.00001940729,0.3043969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1741801,"threshold_uncertainty_score":0.9624432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04127318398480826,"score_gpt":0.3308351527810794,"score_spread":0.2895619687962712,"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."}}