{"id":"W4390686412","doi":"10.2139/ssrn.4680140","title":"Towards a Clinical Generative Artificial Intelligence: Conceptual Framework","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Generative grammar; Artificial intelligence; Cognitive science; Psychology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007735996,0.0007298837,0.0006327773,0.003047239,0.001800398,0.009437605,0.003348289,0.003828268,0.006270039],"category_scores_gemma":[0.01179543,0.0007784193,0.00132047,0.001623526,0.01275318,0.006056554,0.004225861,0.003998407,0.001008607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003854395,"about_ca_system_score_gemma":0.008026351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004397578,"about_ca_topic_score_gemma":0.003461937,"domain_scores_codex":[0.9964532,0.002327062,0.0002449525,0.0003714778,0.0004142008,0.000189214],"domain_scores_gemma":[0.9914759,0.005665301,0.0004845239,0.0007866302,0.0008622438,0.0007254521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000481351,0.00002208607,0.0003662415,0.0000512623,0.000007449426,0.00007161656,0.000737104,0.001943424,0.00005660157,0.9909428,0.0006764389,0.005120314],"study_design_scores_gemma":[0.00001497413,0.00001857088,0.0001877575,0.0001167597,0.00001213037,0.0002523212,0.0006470207,0.01130642,0.00009076175,0.9718836,0.01545815,0.00001161287],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009592824,0.003370185,0.8580256,0.05110924,0.000325036,0.0004695701,0.0002487727,0.0002908798,0.07656802],"genre_scores_gemma":[0.4514132,0.002949216,0.5309625,0.004559784,0.0005210878,0.0008468139,0.0005629302,0.0001723249,0.008012088],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009437605,"threshold_uncertainty_score":0.04091233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1884038569055264,"score_gpt":0.4880275116305166,"score_spread":0.2996236547249902,"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."}}