{"id":"W3093664141","doi":"10.1136/jclinpath-2020-206873","title":"Public perceptions on pathology: a fundamental change is required","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Pathology","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Manitoba; Manitoba Health","funders":"","keywords":"Medicine; Specialty; Anatomical pathology; Surgical pathology; Pathology; Family medicine; General surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001965616,0.0002113948,0.001007952,0.0001895255,0.0005613345,0.00001027895,0.0008085946,0.0007287081,0.001405835],"category_scores_gemma":[0.007852435,0.0001758164,0.0004369656,0.0003008106,0.0003733889,0.0003018921,0.0003887,0.003521387,0.001213436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001428632,"about_ca_system_score_gemma":0.0006421981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006347648,"about_ca_topic_score_gemma":0.00001685898,"domain_scores_codex":[0.9893149,0.005802226,0.00349252,0.0003811422,0.000415041,0.0005942232],"domain_scores_gemma":[0.9923335,0.002859804,0.002511355,0.0007019909,0.0008027364,0.0007906451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001142347,0.0008532918,0.8823806,0.0001933701,0.00008658971,0.0005317192,0.03855829,8.208353e-7,0.0004046429,0.002561793,0.05182291,0.02146361],"study_design_scores_gemma":[0.006756146,0.00801727,0.7956977,0.000339231,0.00009621355,0.0002266241,0.01667549,0.0001677862,0.000005283918,0.002837267,0.1688008,0.0003801637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6843512,0.0007296331,0.0001205778,0.3082545,0.003361874,0.0007238016,0.00007131594,0.00007000954,0.002317042],"genre_scores_gemma":[0.8730368,0.0007394844,0.001996307,0.1216862,0.002309788,0.0000751892,0.00001518013,0.00003468375,0.0001063638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1886856,"threshold_uncertainty_score":0.9995642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8241450449457393,"score_gpt":0.5816533543777557,"score_spread":0.2424916905679836,"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."}}