{"id":"W2675481573","doi":"","title":"Engagement Paper for Hybrid Format Film Meat","year":2017,"lang":"en","type":"dissertation","venue":"oURspace (University of Regina)","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Regina","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009784392,0.0002157066,0.0003065392,0.0001652202,0.0003151108,0.00002358634,0.000539298,0.0001912173,0.00001823636],"category_scores_gemma":[0.00005356721,0.000273416,0.0001794496,0.00002563137,0.00006192902,0.0001388073,0.00004985265,0.0002878174,0.00002185915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006099121,"about_ca_system_score_gemma":0.00002639785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004603673,"about_ca_topic_score_gemma":0.0001603354,"domain_scores_codex":[0.999405,0.000009783557,0.00001376531,0.000199134,0.0001339108,0.0002384467],"domain_scores_gemma":[0.999208,0.00005199241,0.0001594229,0.0004686441,0.00007529574,0.00003659805],"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":[0.00002746891,0.00000675949,0.00000896143,0.0007654162,0.0001706716,0.00001450531,0.0003080342,0.0004127767,0.000170521,0.0007466646,0.9629408,0.03442747],"study_design_scores_gemma":[0.0002947237,0.00004776372,0.0002470998,0.0002608513,0.000105043,0.000001501282,0.005136891,0.0007609874,0.009607916,0.00007095606,0.9831864,0.0002799203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6922944,0.001710707,0.02810664,0.1812246,0.003643284,0.002181371,0.0007427255,0.004251176,0.08584504],"genre_scores_gemma":[0.3638545,0.00169699,0.009620335,0.000008869791,0.000118043,0.000006291735,0.0009237087,0.0001267572,0.6236445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5377995,"threshold_uncertainty_score":0.9999718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0150239697418175,"score_gpt":0.2123665060185715,"score_spread":0.197342536276754,"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."}}