{"id":"W4408706976","doi":"10.1364/iprsn.2024.im1b.3","title":"Diamond Photonics","year":2024,"lang":"en","type":"article","venue":"","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Photonics; Diamond; Optoelectronics; Computer science; Materials science; Composite material","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":[0.0005378146,0.0006959527,0.0005247917,0.001084166,0.001360061,0.001552894,0.001212618,0.001766757,0.2845753],"category_scores_gemma":[0.0009262348,0.0004160935,0.0003775439,0.0006385369,0.0004213865,0.001366977,0.001365016,0.002301825,0.09629235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001310606,"about_ca_system_score_gemma":0.001088397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00137043,"about_ca_topic_score_gemma":0.002119827,"domain_scores_codex":[0.999156,0.00003949012,0.00002050704,0.0001786801,0.000494769,0.0001105119],"domain_scores_gemma":[0.999503,0.00007831859,0.00003191466,0.00009117438,0.000199132,0.00009646902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000442936,0.0001189055,0.0002049329,0.001099551,0.00002642225,0.0003996463,0.00007391487,0.000319059,0.1432977,0.03857887,0.6511915,0.1642467],"study_design_scores_gemma":[0.00006508121,0.00009002293,0.0002678106,0.00008272289,0.000007836772,0.0003862198,0.00004443977,0.000751855,0.04876148,0.004433519,0.9450867,0.00002243095],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01062243,0.01349536,0.01810151,0.007957204,0.01221201,0.0003262853,0.01036308,0.004043112,0.922879],"genre_scores_gemma":[0.1246371,0.007597013,0.02457255,0.002538519,0.0007429834,0.0004801941,0.01155189,0.001288389,0.8265914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2845753,"threshold_uncertainty_score":0.9519994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006876666527351777,"score_gpt":0.2111725494199758,"score_spread":0.2042958828926241,"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."}}