{"id":"W4378378224","doi":"10.2352/issn.2169-4451.2005.21.2.art00044_3","title":"Laser Direct Imaging – Towards a Universal Tool for Display Manufacturing","year":2005,"lang":"en","type":"article","venue":"Technical programs and proceedings/Technical program and proceedings","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Burnaby Hospital","funders":"","keywords":"Photolithography; Liquid-crystal display; Computer science; Process (computing); Engineering drawing; Materials science; Nanotechnology; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008590771,0.0007398183,0.0007510242,0.0001680655,0.00038489,0.0007624431,0.0004104385,0.0004915411,0.00001900954],"category_scores_gemma":[0.0001483885,0.0006424225,0.0002314253,0.0004039898,0.0004273463,0.0009369461,0.0002832781,0.0007772575,0.000008768421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001620261,"about_ca_system_score_gemma":0.00002037367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001150571,"about_ca_topic_score_gemma":0.00001142881,"domain_scores_codex":[0.9964675,0.000004792746,0.0007282658,0.0009932983,0.0005358187,0.00127029],"domain_scores_gemma":[0.998859,0.00007169729,0.0001197519,0.0001552012,0.0002516948,0.0005426176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001578987,0.0003625738,0.003664199,0.000762878,0.00007557827,0.000001861316,0.000113921,0.000005840849,0.006722248,0.002890609,0.001429343,0.983813],"study_design_scores_gemma":[0.004149859,0.001516683,0.008642697,0.001018064,0.0005518945,0.0002856136,0.00024399,0.01449426,0.01093219,0.003904096,0.9510562,0.003204455],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541972,0.002441476,0.003085095,0.001761456,0.0002554967,0.006751519,0.00003544435,0.009614621,0.02185775],"genre_scores_gemma":[0.9027128,0.0004077898,0.09501061,0.0001091617,0.0003338503,0.001150078,0.00002083738,0.0001417144,0.0001131098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9806086,"threshold_uncertainty_score":0.9996027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169792303700135,"score_gpt":0.2512774709626022,"score_spread":0.2342982405925887,"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."}}