{"id":"W7038212488","doi":"","title":"2020 Gladys Nipp and Stephen Mah Award-Winning Research Proposal","year":2020,"lang":"en","type":"article","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Research proposal; Research methodology; Social research; Empirical research; Research council","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":[0.006108,0.000732657,0.000457809,0.001399318,0.003833123,0.006352376,0.001447477,0.00568374,0.1690643],"category_scores_gemma":[0.009162971,0.0004831584,0.0006598523,0.0006936934,0.001279079,0.002755038,0.004083541,0.004678493,0.1342002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004020591,"about_ca_system_score_gemma":0.009982491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006331405,"about_ca_topic_score_gemma":0.02764246,"domain_scores_codex":[0.994617,0.0004450296,0.00009812851,0.0003855493,0.003798833,0.0006554544],"domain_scores_gemma":[0.9906295,0.0003946865,0.0001243851,0.000270516,0.00373943,0.004841502],"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":[0.00001042765,0.00002371566,0.00003768197,0.00001161083,8.106869e-7,0.00002229772,0.00001300192,0.000006745871,0.000120066,0.00209706,0.9909537,0.006702807],"study_design_scores_gemma":[0.000006365991,0.00003433404,0.0001393877,0.00001860544,0.000001313922,0.00003204951,0.00011135,0.00003142138,0.0001190282,0.0006679272,0.9988334,0.000004874778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002047973,0.005763568,0.0025056,0.3398212,0.2042947,0.0007880508,0.002109189,0.001055111,0.4416147],"genre_scores_gemma":[0.00230131,0.001223936,0.0008858748,0.02318142,0.004502859,0.000135769,0.0006892282,0.0002016765,0.9668778],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1690643,"threshold_uncertainty_score":0.5655763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03426135772435681,"score_gpt":0.2847175021951059,"score_spread":0.2504561444707491,"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."}}