{"id":"W4377821294","doi":"10.3390/ai4020024","title":"Machine-Learning-Based Prediction Modelling in Primary Care: State-of-the-Art Review","year":2023,"lang":"en","type":"article","venue":"AI","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Modalities; Psychological intervention; Primary care; Health care; Medicine; Disease; Machine learning; Artificial intelligence; Intensive care medicine; Computer science; Family medicine; Nursing; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006305792,0.0001039802,0.0001834854,0.0001190717,0.00008945475,0.00002075009,0.0005577422,0.00003734965,0.000005312038],"category_scores_gemma":[0.00009387049,0.00008694677,0.00006941607,0.001117228,0.00002060172,0.0001365193,0.0001832819,0.000510152,0.00005728297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001029453,"about_ca_system_score_gemma":0.0001926149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002047626,"about_ca_topic_score_gemma":0.00003093087,"domain_scores_codex":[0.9984428,0.0003267385,0.0003443396,0.0002901429,0.0003614742,0.0002344547],"domain_scores_gemma":[0.9991065,0.0001200816,0.0001316454,0.0005053554,0.00009080732,0.000045578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003705505,0.00001180552,0.06082514,0.002057265,0.000002965335,0.000006644268,0.0005273985,0.8986766,0.000007605349,0.0001896113,0.0009901349,0.03670108],"study_design_scores_gemma":[0.0001458732,0.00005118392,0.01108148,0.00118507,0.00000313373,0.00000150946,0.000002031923,0.9705793,0.00002877721,0.0001988244,0.01664407,0.00007869692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04511495,0.0417708,0.8537707,0.04565747,0.002908147,0.003200723,0.00005399255,0.00255166,0.004971577],"genre_scores_gemma":[0.9831048,0.002937293,0.007024706,0.005687891,0.00005715396,0.0001017875,0.0001276509,0.00004596935,0.0009127366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9379898,"threshold_uncertainty_score":0.3545586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01727187179906854,"score_gpt":0.265693435690693,"score_spread":0.2484215638916245,"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."}}