{"id":"W4294316208","doi":"10.1364/oic.2022.wc.1","title":"OIC 2022 Manufacturing Problem Contest","year":2022,"lang":"en","type":"article","venue":"Optical Interference Coatings Conference (OIC) 2022","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"CONTEST; Computer science; Transmittance; Filter (signal processing); Industrial engineering; Engineering; Materials science; Optoelectronics; Computer vision; Political science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000653946,0.0006129149,0.0006713758,0.000180357,0.0005168917,0.000325772,0.001113924,0.0001470896,0.0199271],"category_scores_gemma":[0.0002301951,0.0006398898,0.0001877717,0.0003895791,0.0001925106,0.0003810178,0.0008441871,0.001750561,0.000566367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004396371,"about_ca_system_score_gemma":0.0001206333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001127039,"about_ca_topic_score_gemma":0.0001538776,"domain_scores_codex":[0.9961342,0.0001390969,0.0008495754,0.0008265039,0.0009001055,0.001150487],"domain_scores_gemma":[0.9983177,0.0003182036,0.0001399478,0.0006170631,0.0001876973,0.0004193762],"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":[0.000737149,0.001802854,0.02429326,0.001520364,0.0009084944,0.0005240215,0.006187801,0.03774274,0.5067068,0.1345639,0.01208126,0.2729314],"study_design_scores_gemma":[0.008956199,0.005712782,0.02360948,0.001954212,0.0006861927,0.0004869649,0.01625372,0.2593426,0.5281864,0.01914881,0.1242469,0.01141564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9043792,0.0003215296,0.01163545,0.0004617158,0.001672402,0.0007974859,0.0001137059,0.000528421,0.08009006],"genre_scores_gemma":[0.9945303,0.00007573917,0.002112449,0.0002037285,0.00009555346,0.0005903541,0.00004676793,0.00009742862,0.002247737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2615157,"threshold_uncertainty_score":0.9996052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873711350799191,"score_gpt":0.22984838558359,"score_spread":0.2011112720755981,"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."}}