{"id":"W4220705257","doi":"10.1002/alz.12622","title":"Clinical research in dementia: A perspective on implementing innovation","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; Children's & Women's Health Centre of British Columbia; University of British Columbia","funders":"Deutsches Zentrum für Neurodegenerative Erkrankungen","keywords":"Perspective (graphical); Dementia; Psychology; Medicine; Computer science; Artificial intelligence; Disease","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":[0.1703857,0.001797496,0.002295197,0.007850361,0.006158759,0.03283214,0.006295517,0.03363188,0.00668526],"category_scores_gemma":[0.1471102,0.0008441174,0.002592598,0.005612239,0.07200427,0.03312409,0.01327674,0.01974318,0.001388378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.019365,"about_ca_system_score_gemma":0.04818423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004575228,"about_ca_topic_score_gemma":0.002130835,"domain_scores_codex":[0.7556134,0.2131207,0.006381658,0.004813685,0.01371539,0.006355273],"domain_scores_gemma":[0.7386921,0.2264135,0.005324406,0.009590038,0.01367028,0.006309711],"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":[0.00002383455,0.0000785778,0.0002004676,0.0006690578,0.0000186955,0.00009980471,0.002560506,0.0005204802,0.00006546602,0.974041,0.003620339,0.01810165],"study_design_scores_gemma":[0.0001039803,0.0002917975,0.0004140079,0.004037116,0.00003745694,0.0002528974,0.006261941,0.001116465,0.0002652297,0.8715749,0.1155874,0.00005689517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0021007,0.06060738,0.03033212,0.8327973,0.002388198,0.0002534404,0.00003409705,0.00007196791,0.07141481],"genre_scores_gemma":[0.5188908,0.155125,0.1171612,0.1762338,0.0149358,0.002301286,0.0001000516,0.0002275114,0.01502474],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1703857,"threshold_uncertainty_score":0.9010963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6461218382086169,"score_gpt":0.5618280727045833,"score_spread":0.08429376550403356,"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."}}