{"id":"W28734632","doi":"10.1097/prs.0b013e3182546517","title":"Discussion","year":2012,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Family medicine; General surgery; Library science; Computer science","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.000248635,0.000636027,0.0013489,0.0008129819,0.0001515679,0.00004064722,0.00009494501,0.001474426,0.002071379],"category_scores_gemma":[0.0002780446,0.0004006983,0.0006601763,0.0002800827,0.0004678007,0.0002315178,0.00006076493,0.002648447,0.0008115545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000227223,"about_ca_system_score_gemma":0.0005049675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001646225,"about_ca_topic_score_gemma":0.000001650173,"domain_scores_codex":[0.9970143,0.0001531215,0.0007311298,0.0006488624,0.0005352401,0.0009173232],"domain_scores_gemma":[0.9962292,0.002406476,0.0004877308,0.0004383354,0.0001668367,0.0002714196],"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":[0.0001384021,0.00003394253,0.03710558,0.0004766623,0.0003739368,0.00044619,0.00003029197,6.230479e-8,0.00002968415,0.000006136245,0.6696634,0.2916957],"study_design_scores_gemma":[0.0008571804,0.00007034159,0.02648932,0.002927535,0.001699763,0.4041017,0.00014609,0.00002099112,0.0003750676,0.0003879084,0.5614092,0.001514831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3205416,0.002318877,0.001341234,0.4907241,0.1522868,0.002971018,0.001961521,0.001728079,0.02612684],"genre_scores_gemma":[0.3328573,0.0006179235,0.007405568,0.3185397,0.2703719,0.0007444685,0.02030786,0.001951878,0.04720346],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4036555,"threshold_uncertainty_score":0.9999664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02402454213744375,"score_gpt":0.2385285876343767,"score_spread":0.214504045496933,"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."}}