{"id":"W2321634649","doi":"10.3169/itej.59.953","title":"Case Examples; Liquid Crystal","year":2005,"lang":"en","type":"article","venue":"The Journal of The Institute of Image Information and Television Engineers","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Biotech (Canada)","funders":"","keywords":"Liquid crystal; Materials science; Computer science; Optoelectronics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005146244,0.0009366134,0.0004455476,0.00225831,0.004492765,0.002658429,0.001213131,0.007330928,0.02078244],"category_scores_gemma":[0.005181135,0.0003423791,0.0006020072,0.001969193,0.00279001,0.001558284,0.001908482,0.00280975,0.002871623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169218,"about_ca_system_score_gemma":0.0009714321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00612814,"about_ca_topic_score_gemma":0.008432193,"domain_scores_codex":[0.9993743,0.0001645563,0.00003439119,0.00005275062,0.0002120612,0.0001618584],"domain_scores_gemma":[0.9987009,0.000664558,0.0001931259,0.00009455598,0.0001076425,0.0002393096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0002309237,0.0003510249,0.003984735,0.0003630591,0.00002923312,0.7786607,0.00166628,0.002357807,0.001121722,0.1278071,0.04781449,0.03561294],"study_design_scores_gemma":[0.0000661998,0.00006394777,0.0008048037,0.0002398024,0.00002963813,0.7574834,0.001918481,0.002875097,0.002197875,0.02618639,0.2080917,0.00004269133],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2206817,0.01945939,0.03376219,0.03110915,0.001879256,0.0005144291,0.0007806026,0.0007516366,0.6910617],"genre_scores_gemma":[0.8299682,0.01106991,0.0247945,0.004087409,0.0009614576,0.0004139954,0.0004054533,0.000303612,0.1279954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02078244,"threshold_uncertainty_score":0.06952417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324030234758526,"score_gpt":0.2583355477331249,"score_spread":0.2450952453855396,"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."}}