{"id":"W2111256429","doi":"10.14740/jcgo.v1i1.291","title":"The Utility of Microsurgical Loupes in Performing Colposcopy: A Pilot Study","year":2014,"lang":"en","type":"article","venue":"Journal of Clinical Gynecology and Obstetrics","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colposcopy; Prospective cohort study; Cohort; Surgery; Medical physics; Cervical cancer; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001687269,0.000258384,0.0003033763,0.0004055568,0.0002833696,0.0004488467,0.0002448836,0.0003127777,0.002275898],"category_scores_gemma":[0.006442234,0.0002164739,0.0003744897,0.0002890344,0.0003193333,0.0005756486,0.0003678023,0.0003338929,0.0002865906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003445612,"about_ca_system_score_gemma":0.0004966105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007370039,"about_ca_topic_score_gemma":0.001189727,"domain_scores_codex":[0.9990366,0.000375961,0.00007834395,0.0001769744,0.0002242246,0.000107974],"domain_scores_gemma":[0.9951206,0.002300741,0.001356816,0.0002806,0.0003662263,0.0005749649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.005686245,0.003519832,0.9642599,0.0001550597,0.00009763726,0.0004827896,0.0005989007,0.0001506143,0.002160883,0.00003724749,0.00009696497,0.02275391],"study_design_scores_gemma":[0.0002880986,0.06290901,0.9311835,0.00004217273,0.0001447741,0.002205104,0.0008886053,0.0006610503,0.001046398,0.00003443906,0.0005730158,0.00002393329],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995458,0.0001563721,0.00008359308,0.000008578016,0.000003454078,0.0000306091,0.00001765708,0.000001138799,0.0001528158],"genre_scores_gemma":[0.9994847,0.0001299723,0.0002156549,0.00001798754,0.00001178985,0.00002685961,0.0000290917,0.000001192334,0.00008284199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002275898,"threshold_uncertainty_score":0.008923233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06313840766414065,"score_gpt":0.3706939809970557,"score_spread":0.3075555733329151,"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."}}