{"id":"W7053377631","doi":"","title":"Use of medical consumables in urology practice: is there a more sustainable way?","year":2024,"lang":"en","type":"article","venue":"Utrecht University Repository (Utrecht University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vasectomy; Health care; Patient care; Consumables; Healthcare system; Quarter (Canadian coin); Medical equipment; MEDLINE; Personal protective equipment","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003760252,0.0002269919,0.0003247674,0.0008993745,0.0002145165,0.00007516556,0.0006659041,0.000238666,0.02194051],"category_scores_gemma":[0.00005449876,0.0002587262,0.0001710388,0.001323816,0.0003880626,0.0003555017,0.0006258785,0.0006335888,0.00002529811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001536768,"about_ca_system_score_gemma":0.00101889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01711106,"about_ca_topic_score_gemma":0.0001776915,"domain_scores_codex":[0.9976585,0.0003850927,0.000239244,0.0005596875,0.0006632519,0.0004942433],"domain_scores_gemma":[0.9980833,0.000838508,0.0001205515,0.0004474182,0.000269466,0.0002407636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001871694,0.002652537,0.06484269,0.00100309,0.002059666,0.04712105,0.008792028,0.0001249281,0.001718959,0.560095,0.137383,0.1723355],"study_design_scores_gemma":[0.0009428889,0.000117323,0.0008276718,0.0001175351,0.0001652592,0.00002104304,0.02444566,0.002072849,0.0007836916,0.00007076088,0.9701869,0.0002484022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3289109,0.0003770244,0.000891841,0.010672,0.0003125673,0.0007310986,0.00006603338,0.0001642941,0.6578743],"genre_scores_gemma":[0.6391426,0.0002061348,0.0002494387,0.00006531427,0.00005982335,5.558364e-7,0.00001944418,0.00001848598,0.3602382],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.832804,"threshold_uncertainty_score":0.9999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318888598076263,"score_gpt":0.2429198337526787,"score_spread":0.2297309477719161,"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."}}