{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001273792,0.00008918787,0.0001305233,0.0001067867,0.0001416599,0.00005968839,0.0003566654,0.00002395609,0.00008496425],"category_scores_gemma":[0.0005317255,0.00004521943,0.00005619402,0.0001435438,0.0002006074,0.003183527,0.0001414256,0.0001638018,0.00001409845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005743973,"about_ca_system_score_gemma":0.00009375149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000141935,"about_ca_topic_score_gemma":0.00000333956,"domain_scores_codex":[0.998739,0.00004853842,0.0005497304,0.00003174783,0.0004879794,0.0001429831],"domain_scores_gemma":[0.9989733,0.00007545146,0.0004019851,0.0001975001,0.0002680685,0.00008366079],"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":[0.0009123547,0.00007786025,0.000006148953,0.0001925519,0.00005138433,0.00005448902,0.00493867,0.06873434,0.8891898,0.00118056,0.003578686,0.03108319],"study_design_scores_gemma":[0.003294894,0.0009377471,0.0001546159,0.0004119628,0.00009542164,0.01306592,0.002849627,0.01023164,0.7093841,0.0001978436,0.2590162,0.0003600183],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793587,0.0001219325,0.01876924,0.000811462,0.0003099577,0.0001428996,0.00001355269,0.00000872124,0.0004634967],"genre_scores_gemma":[0.9941317,0.0001343195,0.005485106,0.0001500399,0.00006326605,7.106494e-7,6.723986e-7,0.000003873806,0.00003026876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2554375,"threshold_uncertainty_score":0.230798,"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."}}