{"id":"W7110895412","doi":"10.1371/journal.pdig.0000917.s005","title":"Study Protocol.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Primary care; Estimation; Quality (philosophy); Task (project management); Qualitative research; MEDLINE; Grounded theory","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":[0.02689866,0.002142971,0.003393366,0.003808649,0.004330671,0.006098449,0.004563011,0.004996035,0.3978841],"category_scores_gemma":[0.03715377,0.00283771,0.002307222,0.003573163,0.001906848,0.004033654,0.003832637,0.006096383,0.1143816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005950251,"about_ca_system_score_gemma":0.03223408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007730442,"about_ca_topic_score_gemma":0.01180992,"domain_scores_codex":[0.9887189,0.005189077,0.001910838,0.00166746,0.001438518,0.001075218],"domain_scores_gemma":[0.9817054,0.004493556,0.001360373,0.003436985,0.006866001,0.002137601],"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":[0.03184227,0.006843142,0.005782437,0.05361874,0.0004469318,0.00238006,0.009516559,0.001834534,0.001520818,0.04294529,0.600719,0.2425501],"study_design_scores_gemma":[0.01722682,0.003941997,0.006164092,0.02181014,0.0002835509,0.0005977124,0.008261452,0.0009712095,0.001144113,0.01871624,0.9206781,0.0002045292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004460092,0.001756915,0.008205649,0.001640173,0.002472081,0.9137793,0.03590145,0.0004002605,0.03138413],"genre_scores_gemma":[0.002905622,0.0005602082,0.007195916,0.001462534,0.0001248052,0.975818,0.002959751,0.00006464825,0.008908497],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6021159,"threshold_uncertainty_score":0.8588452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3819034512400559,"score_gpt":0.5491747688976336,"score_spread":0.1672713176575777,"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."}}