{"id":"W3198320754","doi":"","title":"LESI Design Study — Canada","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competitor analysis; Industrial design; Trademark; Business; Product (mathematics); Focus (optics); Product design; Marketing; Competitive advantage; Sign (mathematics); Industrial organization; Operations management; Risk analysis (engineering); Computer science; Engineering; Mechanical engineering","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":[0.00298034,0.0006397652,0.0006160901,0.002745884,0.01503045,0.008088522,0.001973562,0.001384145,0.07863603],"category_scores_gemma":[0.007152911,0.0006170715,0.0007402269,0.006328808,0.002600008,0.001656488,0.001712806,0.002369313,0.008576524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1160846,"about_ca_system_score_gemma":0.1336707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9720007,"about_ca_topic_score_gemma":0.9887969,"domain_scores_codex":[0.9940154,0.0005277843,0.0001663147,0.000710703,0.00357636,0.001003487],"domain_scores_gemma":[0.9921929,0.000759919,0.0001567415,0.0003967108,0.005581058,0.0009126219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006437696,0.0005673352,0.01510344,0.0007930165,0.00004661081,0.001285311,0.01319112,0.002780876,0.002999031,0.3166379,0.3255481,0.3204035],"study_design_scores_gemma":[0.00005031255,0.0001284809,0.009310665,0.0002208742,0.00001453971,0.0001617231,0.00662888,0.000805349,0.0008743603,0.002667087,0.979093,0.00004489133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03779117,0.002814682,0.003731543,0.005488907,0.0003574744,0.0005406541,0.005488556,0.0003450875,0.943442],"genre_scores_gemma":[0.1733471,0.003235966,0.007769898,0.002482344,0.0000481958,0.0004579291,0.0043443,0.0003321045,0.8079821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1160846,"threshold_uncertainty_score":0.8422563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0254618585713532,"score_gpt":0.2388436938145206,"score_spread":0.2133818352431674,"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."}}