{"id":"W3172601086","doi":"10.1007/s10854-021-05473-w","title":"Thin-film optical function acquisition from experimental measurements of the reflectance and transmittance spectra: a case study","year":2021,"lang":"en","type":"article","venue":"Journal of Materials Science Materials in Electronics","topic":"Thin-Film Transistor Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thin film; Transmittance; Materials science; Substrate (aquarium); Optics; Deposition (geology); Spectral line; Optoelectronics; Evaporation; Physics; Nanotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001438915,0.0001929417,0.0004556403,0.0001333288,0.0001067402,0.0001467058,0.0003573316,0.00009321445,0.00005217337],"category_scores_gemma":[0.00007890358,0.0001524469,0.00004061941,0.0004254463,0.0002416675,0.000459922,0.00005261781,0.0001841183,7.093689e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000401224,"about_ca_system_score_gemma":0.0001854408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000215637,"about_ca_topic_score_gemma":0.00008478699,"domain_scores_codex":[0.997843,0.0001519691,0.0008093048,0.0002409983,0.0005999974,0.0003546983],"domain_scores_gemma":[0.9992428,0.00003486572,0.0002331235,0.0002989094,0.0001468001,0.00004346859],"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":[0.0001288718,0.0001495901,0.0001568815,0.00002877006,0.00002914495,0.0001575184,0.0008357896,0.001068446,0.9972751,0.0001045332,0.000003590886,0.00006180363],"study_design_scores_gemma":[0.0007655408,0.0003691791,0.002774305,0.0001064428,0.00004684514,0.0008181623,0.00155596,0.00003921027,0.9927034,0.0006789454,0.000003451212,0.0001385721],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956356,0.002078536,0.0001694156,0.00004684501,0.001767398,0.0002197206,0.00001502123,0.00003970759,0.00002776056],"genre_scores_gemma":[0.9985169,0.00009597877,0.001271482,0.00001428403,0.00007097263,0.000008504564,4.169448e-7,0.00002014362,0.000001362557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004571674,"threshold_uncertainty_score":0.6216603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788915412293108,"score_gpt":0.2526135424163142,"score_spread":0.2347243882933831,"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."}}