{"id":"W4213263260","doi":"10.26226/morressier.5cdc25c8bf4ffc620542109c","title":"A description of patients with prostate cancer seen at BC Cancer at first oncologist visit","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Health Services Authority","funders":"","keywords":"Prostate cancer; Cancer; Medicine; Oncology; Internal medicine; Radiation oncologist; General surgery; Medical physics; Radiation therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001882855,0.0002296893,0.0003416753,0.001443478,0.001237902,0.000553402,0.0003709329,0.0003428305,0.01014999],"category_scores_gemma":[0.0009771995,0.0001537624,0.0003617264,0.002247674,0.0002348535,0.0005175381,0.0005532757,0.00086617,0.001078203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035833,"about_ca_system_score_gemma":0.00132159,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.023064,"about_ca_topic_score_gemma":0.0268841,"domain_scores_codex":[0.9996845,0.00004622649,0.00004532029,0.00005182061,0.00006069489,0.0001116065],"domain_scores_gemma":[0.9988356,0.0002208686,0.0003767919,0.00002321617,0.0001378502,0.0004056491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001369513,0.0002664961,0.977181,0.0001755231,0.00002683562,0.001618474,0.001479729,0.000147842,0.0006161471,0.0001606838,0.01061765,0.007572696],"study_design_scores_gemma":[0.00001446975,0.0002343715,0.9758641,0.0001187771,0.00001648332,0.007339914,0.006125018,0.0002215736,0.0001249844,0.00007615635,0.00983847,0.00002579851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577956,0.001336361,0.0003926747,0.00180925,0.00008556653,0.0004016819,0.02441221,0.00008028578,0.01368651],"genre_scores_gemma":[0.9829852,0.001718295,0.0008917311,0.001484936,0.00009644045,0.000437121,0.009637242,0.00002480157,0.002724281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.976936,"threshold_uncertainty_score":0.04585946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0397761435469621,"score_gpt":0.3283455680690814,"score_spread":0.2885694245221193,"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."}}