{"id":"W2962991827","doi":"10.1016/j.jmir.2019.06.022","title":"Sex, Identity, Gender, Expression Form- Pilot Project","year":2019,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Transgender; Harassment; Affect (linguistics); Gender identity; Expression (computer science); Identity (music); Space (punctuation); Medicine; Psychology; Social psychology; Computer science; Communication; Psychoanalysis; Aesthetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01178425,0.001365083,0.001607554,0.00130483,0.005307644,0.001990642,0.00186648,0.001297418,0.01457373],"category_scores_gemma":[0.01334406,0.001089519,0.001091402,0.0007596654,0.003236481,0.001626428,0.003479226,0.003239888,0.004147967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001765832,"about_ca_system_score_gemma":0.007694114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436254,"about_ca_topic_score_gemma":0.01185781,"domain_scores_codex":[0.9933605,0.003213916,0.000372721,0.0007138824,0.001215045,0.001123852],"domain_scores_gemma":[0.988841,0.003106859,0.0004214899,0.003087008,0.002597923,0.001945636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"qualitative","study_design_scores_codex":[0.04467483,0.2386908,0.2141413,0.0005799782,0.0002188201,0.006031776,0.1710526,0.003242462,0.0526527,0.01521684,0.01595132,0.2375465],"study_design_scores_gemma":[0.01845059,0.2006659,0.4981357,0.0002637315,0.0004584966,0.004707983,0.1508503,0.006321969,0.04275393,0.01293585,0.06395563,0.0004999434],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792432,0.00001568677,0.002435651,0.0001907275,0.00007302909,0.01251639,0.001151665,0.00006620205,0.004307568],"genre_scores_gemma":[0.9177632,0.00008022426,0.01580576,0.0003596331,0.00008835152,0.03689158,0.00257377,0.0001482942,0.02628912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01457373,"threshold_uncertainty_score":0.06232184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05489790069309446,"score_gpt":0.3824598303474047,"score_spread":0.3275619296543102,"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."}}