{"id":"W7048653866","doi":"","title":"Loimausprosessien optimointi","year":2010,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"Photocathodes and Microchannel Plates","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics)","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":[0.0002579474,0.001034401,0.0003662266,0.0004956945,0.0004342069,0.001834717,0.000503732,0.0004870674,0.04274207],"category_scores_gemma":[0.0004202506,0.0002541714,0.0003247131,0.0003217431,0.000277193,0.0007649889,0.0008286115,0.0007530733,0.01219669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008203596,"about_ca_system_score_gemma":0.0006080075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001725412,"about_ca_topic_score_gemma":0.004729379,"domain_scores_codex":[0.9997589,0.00001684222,0.000006260899,0.0000561502,0.0001310179,0.00003084192],"domain_scores_gemma":[0.9998484,0.00003344782,0.0000174689,0.00002744058,0.00005323606,0.00001994227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004783539,0.0002715961,0.00136077,0.0003626185,0.00006022992,0.0001465125,0.0002159308,0.0285787,0.2463146,0.01588554,0.0267325,0.6795926],"study_design_scores_gemma":[0.0001005343,0.0005014068,0.003780979,0.0001065623,0.0001308498,0.0004740113,0.0002492804,0.1917307,0.5022986,0.006548855,0.29397,0.000108356],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1218066,0.002897987,0.3433607,0.001019451,0.0006567372,0.0001962282,0.001056864,0.01178687,0.5172186],"genre_scores_gemma":[0.33496,0.001463604,0.1938845,0.0002213532,0.0001424043,0.0001654924,0.001227125,0.002647967,0.4652875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04274207,"threshold_uncertainty_score":0.1429865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442476354349486,"score_gpt":0.2384607295933307,"score_spread":0.2240359660498358,"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."}}