{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.000713121,0.001968637,0.001787329,0.0006969013,0.0002967289,0.0004894201,0.002061411,0.002456788,0.02147454],"category_scores_gemma":[0.0001122792,0.001931356,0.0007181289,0.0006013599,0.0004229704,0.0003633024,0.0005727231,0.003034749,0.01964242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002624752,"about_ca_system_score_gemma":0.0001912509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006762355,"about_ca_topic_score_gemma":0.0005212781,"domain_scores_codex":[0.9945152,0.0001336241,0.001142552,0.001420872,0.0006254292,0.002162288],"domain_scores_gemma":[0.9962393,0.0002624495,0.0005040296,0.002129384,0.0001474146,0.0007174241],"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":[0.0001841282,0.0004342277,0.00002128946,0.002004758,0.001296917,0.0004594665,0.002582505,0.002370108,0.1751387,0.002365542,0.002655312,0.810487],"study_design_scores_gemma":[0.0009200386,0.0001213923,0.00005240006,0.001091459,0.0003099562,0.0002440342,0.0002849824,0.004759122,0.02189763,0.001047195,0.9670721,0.002199703],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006787921,0.004558934,0.002605309,0.0001396592,0.004385263,0.00170544,0.0004363856,0.00148523,0.9778959],"genre_scores_gemma":[0.02611672,0.00170137,0.007044201,0.0001665506,0.002167093,0.0002217604,0.0002283332,0.002155819,0.9601982],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9644168,"threshold_uncertainty_score":0.9993057,"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."}}