{"id":"W4405349286","doi":"10.22551/2024.45.1104.10300","title":"Innovative surgical management of gestational gigantomastia","year":2024,"lang":"en","type":"article","venue":"Archive of Clinical Cases","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Obstetrics","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":[0.0002359167,0.00006889948,0.0003151857,0.00007679092,0.000009406371,0.000003228237,0.00004166122,0.00002918484,0.0002870277],"category_scores_gemma":[0.0001701398,0.00005066908,0.0001554409,0.0002278709,0.000276967,0.00002747493,0.00004540124,0.0001506144,0.00001150245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005990672,"about_ca_system_score_gemma":0.0001140625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006122149,"about_ca_topic_score_gemma":0.000006520456,"domain_scores_codex":[0.99887,0.00003462679,0.0006117336,0.0001720892,0.0002242363,0.00008727962],"domain_scores_gemma":[0.9975609,0.002088517,0.00008442363,0.0001138689,0.00008599559,0.00006632775],"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":[0.003873828,0.001185964,0.3208978,0.002438912,0.001665531,0.007814814,0.0005486811,0.00001591577,0.0001835897,0.2460994,0.01506898,0.4002065],"study_design_scores_gemma":[0.001535844,0.001461571,0.9420575,0.0009850677,0.0001902579,0.0001319813,0.0001928843,0.0002459493,0.0005691558,0.003156686,0.04937336,0.00009968945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849441,0.0004108484,0.0003770146,0.0004723764,0.0002246838,0.0001514791,0.0002094868,0.0000215959,0.01318842],"genre_scores_gemma":[0.997233,0.0003831089,0.001813187,0.00005548347,0.0001293142,0.000004823192,0.00005979805,0.000008428974,0.0003128072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6211597,"threshold_uncertainty_score":0.3142752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1101035712277586,"score_gpt":0.4707385965233447,"score_spread":0.360635025295586,"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."}}