{"id":"W23411154","doi":"10.1016/j.brachy.2012.08.005","title":"Patron Driven IR Development","year":2012,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Infrared Target Detection Methodologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004322411,0.0009010165,0.0004132657,0.001221158,0.0007889764,0.002937759,0.002082524,0.00160819,0.03863491],"category_scores_gemma":[0.00284749,0.0004940241,0.000954247,0.0009683993,0.0008608757,0.002690008,0.002543773,0.002329787,0.02815794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002328157,"about_ca_system_score_gemma":0.002105933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00188916,"about_ca_topic_score_gemma":0.001853444,"domain_scores_codex":[0.9976087,0.0002389248,0.00004529788,0.0003957355,0.001469233,0.0002421727],"domain_scores_gemma":[0.9975962,0.0002051086,0.0001212162,0.0004512238,0.001372037,0.0002542475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004286153,0.0002531639,0.002880364,0.0009546969,0.00006890149,0.0005513694,0.0007348316,0.004536105,0.1137729,0.1887392,0.1299253,0.5571546],"study_design_scores_gemma":[0.00003779743,0.0003375367,0.001443171,0.0001095987,0.00002838907,0.0006783386,0.00009883373,0.004818883,0.0474003,0.004901384,0.9401034,0.00004229549],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02332293,0.006640386,0.2323377,0.005979737,0.002500847,0.0005482874,0.001278776,0.01066058,0.7167307],"genre_scores_gemma":[0.1977634,0.009308228,0.2180516,0.004061607,0.0008784964,0.0006542252,0.002450212,0.00383917,0.562993],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03863491,"threshold_uncertainty_score":0.1292466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03085042383353517,"score_gpt":0.2531113113844281,"score_spread":0.2222608875508929,"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."}}