{"id":"W2566294790","doi":"","title":"MAT-743: FULL SCALE MANUFACTURING OF STEEL FIBRE REINFORCED CONCRETE PIPE","year":2016,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Full scale; Scale (ratio); Materials science; Composite material; Structural engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0007782547,0.0005067183,0.0004539034,0.0006586488,0.0004718875,0.0003896893,0.0008962456,0.0004205348,0.004577218],"category_scores_gemma":[0.000815173,0.0003802099,0.0004747504,0.0006320481,0.0003438198,0.0004253833,0.0003909717,0.0004297989,0.001962989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000415783,"about_ca_system_score_gemma":0.0009303932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001792318,"about_ca_topic_score_gemma":0.003588697,"domain_scores_codex":[0.9993474,0.00005193918,0.00002901058,0.00008147641,0.000434998,0.00005513511],"domain_scores_gemma":[0.999262,0.00008760215,0.0001073584,0.0002093102,0.0002318353,0.0001019632],"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":[0.0002302152,0.000384524,0.003259252,0.0002948678,0.00002191189,0.0006491526,0.0002273684,0.007048687,0.9222772,0.0002803478,0.001744236,0.06358238],"study_design_scores_gemma":[0.00007094085,0.003213114,0.02652712,0.00003066791,0.00003526096,0.001153036,0.0001475779,0.01751962,0.9306903,0.0001688331,0.0203909,0.00005268695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8783156,0.0002184679,0.09868401,0.0001025137,0.00008280381,0.001085254,0.002620471,0.004973446,0.01391739],"genre_scores_gemma":[0.7995095,0.0001785534,0.1880093,0.00003243565,0.00001893522,0.0003617808,0.002169412,0.000452789,0.009267252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004577218,"threshold_uncertainty_score":0.01531231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03709550453733807,"score_gpt":0.2535492907338129,"score_spread":0.2164537861964749,"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."}}