{"id":"W6991651461","doi":"","title":"Huoltoprosessin ja tehokkuuden kehittäminen","year":2017,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Truck; Power (physics); Quarter (Canadian coin); Data collection","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001324056,0.002363856,0.003271327,0.0009606458,0.001008754,0.0006947584,0.003199665,0.002913274,0.03070182],"category_scores_gemma":[0.001095958,0.001989922,0.001186871,0.0003775334,0.00143564,0.000447144,0.0008764829,0.002912749,0.03228018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004380248,"about_ca_system_score_gemma":0.0009158641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001520719,"about_ca_topic_score_gemma":0.0004973711,"domain_scores_codex":[0.9915265,0.0004641027,0.001369788,0.002193829,0.001854345,0.002591366],"domain_scores_gemma":[0.9905003,0.0004703596,0.002004514,0.005289101,0.0003476244,0.001388115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006768273,0.0006645855,0.001333493,0.001065088,0.001540338,0.001766386,0.001548028,0.000004684147,0.001686212,0.000508419,0.01426159,0.9749444],"study_design_scores_gemma":[0.00331545,0.000497302,0.005764233,0.005102121,0.001454814,0.0003620103,0.0003892912,0.0000498491,0.001161913,0.0006087315,0.9791986,0.002095643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00158264,0.01692603,0.0003328802,0.00298412,0.003742815,0.002331316,0.0003630748,0.0006903209,0.9710468],"genre_scores_gemma":[0.0271751,0.003440259,0.0008242992,0.001682295,0.007792305,0.0002040744,0.0004625961,0.001661612,0.9567574],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9728487,"threshold_uncertainty_score":0.9993876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02680064698318195,"score_gpt":0.3027046546900444,"score_spread":0.2759040077068625,"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."}}