{"id":"W6948124192","doi":"10.4224/8894844","title":"Reinforcement of ice covers for transportation: beam and preliminary plate testing","year":2020,"lang":"en","type":"report","venue":"NPARC","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Government of Canada","funders":"Crown-Indigenous Relations and Northern Affairs Canada; Transport Canada","keywords":"Reinforcement; Beam (structure); Load cell; Bending; Drop (telecommunication); Deflection (physics); Rod; Drop impact","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007407615,0.0006473109,0.000209997,0.00051458,0.000312245,0.0002390465,0.0008464713,0.0005794935,0.004664784],"category_scores_gemma":[0.0006671167,0.0002795745,0.0003373788,0.0005091213,0.0002902782,0.0003345697,0.0003101226,0.0003482967,0.0008531543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646975,"about_ca_system_score_gemma":0.0002567742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002094975,"about_ca_topic_score_gemma":0.00547698,"domain_scores_codex":[0.9994972,0.00005740745,0.00003391769,0.00007258075,0.0002572875,0.00008159018],"domain_scores_gemma":[0.9989504,0.0002134906,0.0000820602,0.0001425232,0.0005277672,0.00008372243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003608691,0.000235991,0.004207183,0.0001796047,0.00002265244,0.0005248442,0.0004078087,0.008661911,0.9716562,0.0002533101,0.000654668,0.01283492],"study_design_scores_gemma":[0.00003504445,0.004588821,0.02238672,0.00004340705,0.00004058054,0.0002057311,0.0004772062,0.01124191,0.9570618,0.00008852723,0.003800188,0.00003005331],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.97624,0.0002002785,0.01647818,0.00005669485,0.00005709844,0.0003581783,0.00108403,0.0001855424,0.005339965],"genre_scores_gemma":[0.9740669,0.0002943363,0.01713819,0.0000583039,0.00001579203,0.0003118919,0.0007378421,0.00006585091,0.007311045],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.004664784,"threshold_uncertainty_score":0.01560521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06532146110325324,"score_gpt":0.2753388068205979,"score_spread":0.2100173457173446,"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."}}