{"id":"W4414887819","doi":"10.2139/ssrn.5560399","title":"From research to clinical practice: Consensus guidelines for Neuroimaging AI tools for the Memory clinic (Neuro-AIM)","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Université de Montréal","funders":"","keywords":"Neuroimaging; MEDLINE; Clinical Practice; Identification (biology)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2390745,0.003080315,0.008508072,0.01756724,0.006441669,0.01788618,0.02148753,0.02064631,0.003990853],"category_scores_gemma":[0.3354459,0.003546109,0.0137058,0.01144984,0.008546032,0.008121351,0.01743073,0.02261077,0.004326091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01517676,"about_ca_system_score_gemma":0.06413727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02054025,"about_ca_topic_score_gemma":0.02371484,"domain_scores_codex":[0.7820029,0.09807593,0.07889361,0.008161991,0.02843923,0.004426329],"domain_scores_gemma":[0.6090265,0.2314687,0.02970168,0.0158834,0.1013925,0.01252717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007862729,0.000464111,0.004238374,0.06870248,0.003274963,0.0007726908,0.006399966,0.003321822,0.001223531,0.03948011,0.2737255,0.5976102],"study_design_scores_gemma":[0.002284344,0.0005379672,0.01263579,0.367783,0.006108601,0.001677532,0.006157663,0.006974752,0.003556646,0.1273017,0.4642367,0.0007453159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.004602621,0.374762,0.1375342,0.4240482,0.01621406,0.01217956,0.003799479,0.002281193,0.02457877],"genre_scores_gemma":[0.0591125,0.1325461,0.7051756,0.06664996,0.004089951,0.02120085,0.006435023,0.001088966,0.003701],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2390745,"threshold_uncertainty_score":0.9383566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6478242103758168,"score_gpt":0.6593682932695583,"score_spread":0.01154408289374143,"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."}}