{"id":"W2979513788","doi":"10.1080/13814788.2019.1673723","title":"Dementia in Hungary: General practitioners’ routines and perspectives regarding early recognition","year":2019,"lang":"en","type":"article","venue":"European Journal of General Practice","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Medicine; Identification (biology); Context (archaeology); Global Positioning System; Quarter (Canadian coin); Likert scale; Medical education; Nursing; Family medicine; Psychology; Disease; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002749523,0.0001422279,0.000245231,0.0003213851,0.00006012941,0.000125856,0.00008053397,0.00002550614,0.0002823148],"category_scores_gemma":[0.0009006464,0.0001224207,0.00009050695,0.0002114358,0.00004973226,0.001327383,0.00006841136,0.0005593061,0.0001210076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006794419,"about_ca_system_score_gemma":0.00008902056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002831545,"about_ca_topic_score_gemma":0.00000150349,"domain_scores_codex":[0.9974763,0.001100233,0.0004552022,0.0002309765,0.0004826064,0.0002546622],"domain_scores_gemma":[0.9984621,0.0001503258,0.0004436134,0.0001194394,0.0006622731,0.0001622228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01079679,0.002292099,0.6177869,0.0002405127,0.002109152,0.007599934,0.009599281,0.00004820636,0.2468781,0.0006463878,0.005515536,0.09648715],"study_design_scores_gemma":[0.007707559,0.00336962,0.9542674,0.0003484395,0.000526185,0.003120358,0.005624476,0.0001381935,0.002564704,0.00006991335,0.02200068,0.0002624078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9416678,0.00110032,0.0002455866,0.004071007,0.000177544,0.0002461669,0.000001750253,0.00001059218,0.05247922],"genre_scores_gemma":[0.987401,0.001020558,0.008498914,0.0005871136,0.0005922169,0.000001346028,0.000006791836,0.00003145595,0.001860581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3364806,"threshold_uncertainty_score":0.4992173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106791887088728,"score_gpt":0.307135137692378,"score_spread":0.2760672188214908,"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."}}