{"id":"W1996486348","doi":"10.1046/j.1440-1673.2000.00775.x","title":"Decision‐making models in the analysis of portal films: A clinical pilot study","year":2000,"lang":"en","type":"article","venue":"Australasian Radiology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intuition; Prostate; Medical physics; Radiation therapy; Radiology; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005464156,0.0001571681,0.0005766783,0.000200842,0.00004265531,0.000009677236,0.0004237786,0.00004891691,0.002233294],"category_scores_gemma":[0.000007390892,0.000113876,0.0001869837,0.0006737217,0.0001497235,0.0001026699,0.00001512391,0.0002958907,0.000002331683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009669412,"about_ca_system_score_gemma":0.00002675027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001147127,"about_ca_topic_score_gemma":0.0000595715,"domain_scores_codex":[0.9982738,0.0003129306,0.0006935066,0.000334639,0.0001214076,0.0002636528],"domain_scores_gemma":[0.998851,0.0004344387,0.0001549184,0.0005074831,0.00001925921,0.0000328841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000256502,0.001860843,0.8805059,0.000001233942,0.001341441,0.00004123966,0.001313039,0.0225466,0.00003087428,0.005186991,0.0007464138,0.08616898],"study_design_scores_gemma":[0.001324733,0.002097724,0.9695702,0.0000186803,0.0005502471,0.00001518775,0.001558169,0.009895231,0.00001023619,0.0143317,0.000323041,0.0003048086],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711397,0.00002602899,0.0249353,0.00003763497,0.00003621791,0.0003679204,0.00002129045,0.00002395036,0.003411988],"genre_scores_gemma":[0.9903222,0.00001038435,0.009401026,0.00006738374,0.00007265098,0.00004712511,0.00001229425,0.00001270336,0.0000542841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08906441,"threshold_uncertainty_score":0.9986788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04053470670873748,"score_gpt":0.3802867778142624,"score_spread":0.3397520711055249,"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."}}