{"id":"W2569063940","doi":"","title":"Canada-Wide Study on Winter Maintenance 2006-2007","year":2008,"lang":"en","type":"article","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"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":[0.000413832,0.0003407107,0.0003450918,0.001439951,0.002361793,0.001079016,0.0009423619,0.0004632575,0.00249807],"category_scores_gemma":[0.0007607645,0.0002199345,0.0003206879,0.003822364,0.0003261284,0.0002770767,0.0007358004,0.000598515,0.0003676451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02034818,"about_ca_system_score_gemma":0.03136162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9953342,"about_ca_topic_score_gemma":0.9988583,"domain_scores_codex":[0.9994265,0.00002783218,0.00001840305,0.00006094514,0.000234281,0.000232133],"domain_scores_gemma":[0.9983097,0.00006378186,0.0001887699,0.00004332195,0.001041866,0.0003525301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004571454,0.0001682816,0.9266329,0.0001775395,0.0001874468,0.0004600792,0.004321614,0.0006657338,0.001270063,0.0006844905,0.03786191,0.02711264],"study_design_scores_gemma":[0.000003811346,0.0000151355,0.9858601,0.00002216209,0.00001387238,0.00003607771,0.002313245,0.0001526604,0.0001480968,0.00001042531,0.01141781,0.000006559409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541745,0.0009394695,0.0003157266,0.0007649788,0.00003556876,0.0001078147,0.03328322,0.0000477518,0.01033097],"genre_scores_gemma":[0.9550408,0.0006808675,0.0004009613,0.0004348141,0.0000143325,0.00005848065,0.02002545,0.00002910488,0.02331517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02034818,"threshold_uncertainty_score":0.1476371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008973217001913635,"score_gpt":0.1929320781143325,"score_spread":0.1839588611124188,"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."}}