{"id":"W7033481235","doi":"","title":"Rapid synthesis: Exploring models to support trans individuals’ access to care","year":2023,"lang":"en","type":"other","venue":"","topic":"Linguistic Education and Pedagogy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre","funders":"McMaster University","keywords":"Data access; Key (lock); Data collection; Qualitative research; Context (archaeology); MEDLINE; Information system; Health care; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000932569,0.000272805,0.0003387756,0.0005606696,0.0001297808,0.0003859813,0.0004958085,0.00009066452,0.1201109],"category_scores_gemma":[0.00005273573,0.000241673,0.00009731423,0.00005918309,0.00002869234,0.0001011086,0.00007371285,0.0001093359,0.002393182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004000386,"about_ca_system_score_gemma":0.0001627556,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00449806,"about_ca_topic_score_gemma":0.03362932,"domain_scores_codex":[0.9987735,0.00002590792,0.0002524422,0.0003906853,0.0002569039,0.0003006012],"domain_scores_gemma":[0.9991859,0.00009418838,0.00005315338,0.0003546584,0.00008999243,0.0002220684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002078367,0.00001792124,0.000009541671,0.0001095132,0.00006552113,0.000002985443,0.1787568,0.00000843227,5.115229e-8,0.04943077,0.7584711,0.01312528],"study_design_scores_gemma":[0.00004843963,0.00003279355,0.000004704855,0.0002051905,0.00005572454,2.062435e-7,0.05033321,8.249501e-7,0.00001451901,0.0001451306,0.9488185,0.0003407282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003200502,0.00009617839,0.0001088085,0.0009065262,0.004628214,0.0005136451,0.0005832966,0.000956544,0.9921748],"genre_scores_gemma":[0.01243737,0.0001268928,0.0001582512,0.002019802,0.005464633,0.0009135684,0.00006227136,0.000880175,0.977937],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1903474,"threshold_uncertainty_score":0.9983836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4278686442675351,"score_gpt":0.3622522432402231,"score_spread":0.06561640102731198,"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."}}