{"id":"W2804924614","doi":"10.1186/s12875-018-0743-4","title":"Identifying frailty in primary care: a qualitative description of family physicians’ gestalt impressions of their older adult patients","year":2018,"lang":"en","type":"article","venue":"BMC Family Practice","topic":"Frailty in Older Adults","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Ontario College of Art and Design; Canada Research Chairs; Women's College Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Women's College Hospital","keywords":"Medicine; Qualitative research; Conceptualization; Gerontology; Cognition; Family medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005272796,0.0002773151,0.0005846924,0.0002595779,0.0000769456,0.00001915324,0.0002158101,0.0001888302,0.00001011547],"category_scores_gemma":[0.002547812,0.0002517577,0.0001519481,0.0006119912,0.0003214031,0.00109979,0.0001500007,0.0004215096,0.00002926021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002755834,"about_ca_system_score_gemma":0.0003292255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001623875,"about_ca_topic_score_gemma":0.0001876049,"domain_scores_codex":[0.9968755,0.0006650404,0.0008737294,0.000468923,0.0007570525,0.0003598143],"domain_scores_gemma":[0.9949628,0.001293309,0.0008525993,0.0006519399,0.002143021,0.00009637086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00420194,0.004692262,0.07277867,0.004304018,0.0003627469,0.00001860984,0.3849522,0.00001243697,0.4825492,0.0002770791,0.006662058,0.0391888],"study_design_scores_gemma":[0.005324642,0.0008574677,0.8345664,0.002873384,0.0002131908,0.00000421713,0.1450613,0.00008768596,0.01003105,0.0001095364,0.0006085718,0.0002625252],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829841,0.0006630177,0.002481511,0.0001255557,0.0005032259,0.001022504,0.0001332078,0.00004876366,0.01203808],"genre_scores_gemma":[0.980192,0.0001247498,0.01783977,0.001257837,0.0001149966,0.00005838076,0.0001539028,0.00005139167,0.0002069808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7617877,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08406203886031766,"score_gpt":0.3666565992619912,"score_spread":0.2825945604016736,"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."}}