{"id":"W4319590629","doi":"10.12968/s1356-9252(23)40452-2","title":"Winter Wonders","year":2020,"lang":"en","type":"article","venue":"Traffic Technology International","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Czech; Metis; Transport engineering; Engineering; Telecommunications; Computer science; Database","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001535006,0.000879455,0.000439254,0.001034498,0.003241517,0.005590065,0.0008791914,0.001338432,0.3870516],"category_scores_gemma":[0.00253085,0.0003015265,0.0006379426,0.0007062394,0.0008538874,0.002195666,0.004927654,0.002848794,0.1315305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001431405,"about_ca_system_score_gemma":0.001642715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004376716,"about_ca_topic_score_gemma":0.01811958,"domain_scores_codex":[0.9991769,0.0001267939,0.00002620851,0.0001152439,0.0003634226,0.0001913593],"domain_scores_gemma":[0.9984291,0.0001019916,0.00004637873,0.0001688031,0.0003373486,0.0009163301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009591418,0.00004263808,0.0003449625,0.00003687151,0.000004354853,0.00008675253,0.0002081468,0.00004455611,0.0002735939,0.006257015,0.9552395,0.03736567],"study_design_scores_gemma":[0.000003843832,0.000009578678,0.0003349538,0.00001908444,6.814005e-7,0.00002261178,0.0001732954,0.00001661745,0.00004213525,0.0005662547,0.9988089,0.000002128334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004834661,0.005063426,0.001501355,0.03584817,0.05422516,0.000151243,0.002957309,0.001368545,0.8940502],"genre_scores_gemma":[0.008689273,0.000825966,0.0004399189,0.002970044,0.001903238,0.00003623376,0.0008641837,0.0004297336,0.9838414],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3870516,"threshold_uncertainty_score":0.8742965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008819966149235312,"score_gpt":0.2108561425252454,"score_spread":0.2020361763760101,"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."}}