{"id":"W4383337697","doi":"10.1371/journal.pone.0287857","title":"Perspectives and experiences of the first geriatricians trained in Canada","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Frailty in Older Adults","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Subspecialty; Geriatrics; Thematic analysis; Medicine; Qualitative research; Family medicine; Medical education; Gerontology; Nursing; Sociology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003453916,0.0004639761,0.0006458508,0.001476019,0.0236372,0.004948159,0.002078174,0.001880441,0.003107524],"category_scores_gemma":[0.009221578,0.0004944383,0.0004086774,0.002216792,0.009646126,0.001584638,0.005012522,0.003621575,0.0003463231],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05444025,"about_ca_system_score_gemma":0.07764081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9416207,"about_ca_topic_score_gemma":0.9709275,"domain_scores_codex":[0.9950219,0.001403015,0.0001156538,0.0002668837,0.0009499083,0.002242591],"domain_scores_gemma":[0.9847475,0.00265352,0.001011055,0.0001319202,0.003834434,0.007621557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000555136,0.00002795225,0.01398948,0.0000836129,0.000004594137,0.0009694481,0.9779574,0.00004601103,0.0005574077,0.0004281548,0.002070847,0.003809504],"study_design_scores_gemma":[0.000004510614,0.00004075033,0.01119954,0.0001428152,0.000004189561,0.0002416202,0.978783,0.00004357038,0.0000937629,0.00004606463,0.009378509,0.00002164584],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874082,0.001268096,0.0001785077,0.00498224,0.00008056169,0.00004784073,0.0001318513,0.00001416437,0.005888592],"genre_scores_gemma":[0.9931188,0.001179017,0.0002019658,0.001751529,0.00002842468,0.00003071654,0.00008619432,0.0000134577,0.003589905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9455597,"threshold_uncertainty_score":0.3949935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02735383938801024,"score_gpt":0.2197052195288075,"score_spread":0.1923513801407973,"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."}}