{"id":"W2791658635","doi":"10.1177/2292550317750139","title":"Delivering Breast Reconstruction Information to Patients: Women Report on Preferred Information Delivery Styles and Options","year":2018,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Breast reconstruction; Medical physics; Medicine; Computer science; Breast cancer; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002157068,0.0001421229,0.0002147796,0.000574915,0.0001582238,0.00006359146,0.00002302288,0.00009766949,0.00008570222],"category_scores_gemma":[0.000555335,0.0001282018,0.00003989887,0.000220602,0.00007299572,0.001362551,0.00002731594,0.0001026835,0.0002022264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722516,"about_ca_system_score_gemma":0.00008977558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006083457,"about_ca_topic_score_gemma":0.000008593305,"domain_scores_codex":[0.9988745,0.00002170887,0.0005110676,0.0001308889,0.0002274148,0.0002344369],"domain_scores_gemma":[0.9986525,0.0004346761,0.0002053161,0.0001393153,0.0003700257,0.0001981384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001080432,0.00004851193,0.1639382,0.00009914264,0.00007016559,0.000003663564,0.00059403,0.00002456053,0.00005857481,0.00003915371,0.00057818,0.8334653],"study_design_scores_gemma":[0.0006312306,0.0001726996,0.9774777,0.0003711279,0.00004255568,0.01869049,0.0004387372,0.0005848053,0.0001628873,0.00001313116,0.001213589,0.0002010331],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956797,0.00000260625,0.000839625,0.00004683681,0.002541345,0.0002079399,0.0000675988,0.0001060961,0.0005082487],"genre_scores_gemma":[0.9990173,0.00001623484,0.0003196901,0.00006053206,0.0002538403,0.00003593442,0.0002819503,0.000007202593,0.000007334314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8332644,"threshold_uncertainty_score":0.5227917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190572158835424,"score_gpt":0.2094073458586369,"score_spread":0.1975016242702826,"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."}}