{"id":"W1983628704","doi":"10.1016/j.spinee.2011.08.172","title":"Intra-Operative Waste in Spine Surgery: Incidence, Cost and Effectiveness of an Awareness Program","year":2011,"lang":"en","type":"article","venue":"The Spine Journal","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Context (archaeology); Incidence (geometry); Surgery; SPINE (molecular biology); Psychological intervention; Nursing; Bioinformatics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001823188,0.0001239389,0.0003524419,0.0001322476,0.00007982221,0.00001335896,0.00008460582,0.0000420918,0.00004851609],"category_scores_gemma":[0.00005083397,0.00007600817,0.00004525673,0.0001910735,0.000138886,0.0001447492,0.00006494878,0.0002824316,0.000002422014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008551066,"about_ca_system_score_gemma":0.00007603743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002936381,"about_ca_topic_score_gemma":0.00008922297,"domain_scores_codex":[0.9987707,0.0003176568,0.0003396512,0.0001366343,0.0002073724,0.0002279971],"domain_scores_gemma":[0.9995034,0.00001329425,0.0001150954,0.0001742451,0.00003735896,0.0001565934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00083809,0.002672528,0.2597688,0.001479027,0.0002950709,0.0009032963,0.005128828,0.000218006,0.01223241,0.0003254857,0.0001192521,0.7160192],"study_design_scores_gemma":[0.0009198638,0.001238148,0.9888682,0.0006861425,0.0000437143,0.0002909036,0.001420638,0.0003908671,0.005869384,0.00009874126,0.00008663817,0.00008678227],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979337,0.0002274957,0.0001896314,0.0002929113,0.0001097992,0.0007351115,0.00000115782,0.000008991173,0.0005011716],"genre_scores_gemma":[0.9987017,0.0003988804,0.0005895256,0.0001210958,0.0000995443,0.00003457206,0.000005180398,0.00001386049,0.0000356669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7290993,"threshold_uncertainty_score":0.3099523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0431682545763709,"score_gpt":0.3381309432613259,"score_spread":0.294962688684955,"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."}}