{"id":"W100254028","doi":"10.15173/m.v1i10.691","title":"Prostate Cancer and Robotic Surgery","year":2012,"lang":"en","type":"article","venue":"The Meducator","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Prostate cancer; Medicine; Robotic surgery; Population health; Cancer; General surgery; Population; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000168738,0.00008426383,0.0001628506,0.00002544918,0.00005987009,0.000009644869,0.00002162443,0.00001705356,0.0001456002],"category_scores_gemma":[0.00003025242,0.00004510489,0.00003756491,0.0000732411,0.00006378294,0.00005053062,0.00001799933,0.00005946415,0.00004057807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007777381,"about_ca_system_score_gemma":0.0001398391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001320733,"about_ca_topic_score_gemma":0.000005303397,"domain_scores_codex":[0.9994611,0.00001765658,0.0000918707,0.00009112808,0.00009097019,0.0002473349],"domain_scores_gemma":[0.9994826,0.0001186404,0.00003332966,0.0001668682,0.00002014491,0.0001784687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003799564,0.0002102683,0.9510118,0.00007305804,0.00009971314,0.000003109637,0.002333069,5.110397e-7,0.0001657068,0.0001528872,0.01940836,0.02650351],"study_design_scores_gemma":[0.0003607308,0.00004485565,0.9511184,0.0001411971,0.0002731105,0.00005299373,0.0004458861,0.00000309012,0.005761637,0.00006110439,0.0416336,0.0001033718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524412,0.02978065,5.71634e-7,0.01651352,0.0006694438,0.0003053407,0.000004791742,0.0000203711,0.0002640815],"genre_scores_gemma":[0.9932622,0.003506177,0.00004252495,0.001244863,0.000382432,0.0002757389,0.000005244447,0.00001478011,0.00126605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04082095,"threshold_uncertainty_score":0.1839324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03384650757680236,"score_gpt":0.3065738915163786,"score_spread":0.2727273839395762,"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."}}