{"id":"W7115222467","doi":"","title":"Pirkanmaan ICT-alan työnhakijoiden osaamisen tunnistaminen 2020 : Osaamiskartoituksen loppuraportti","year":2020,"lang":"fi","type":"other","venue":"Doria (University of Helsinki)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Subject (documents); Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.0007786865,0.002622341,0.00416336,0.001573061,0.0009716875,0.0002537801,0.004688033,0.002557355,0.08002829],"category_scores_gemma":[0.0002589028,0.003671228,0.001893797,0.003412689,0.002280219,0.0009353521,0.002094211,0.002406198,0.06645234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201207,"about_ca_system_score_gemma":0.001690485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005834402,"about_ca_topic_score_gemma":0.004198514,"domain_scores_codex":[0.9887687,0.001081426,0.001387944,0.003590963,0.002859302,0.002311657],"domain_scores_gemma":[0.9901218,0.0003263151,0.003592464,0.003174597,0.0006826718,0.002102146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002091071,0.001132479,0.00457269,0.002295209,0.005268063,0.008523365,0.01194506,0.00004399228,0.01151604,0.002668218,0.9394072,0.01053664],"study_design_scores_gemma":[0.006348584,0.0007267693,0.008025769,0.001315298,0.002704751,0.0001376367,0.007941081,0.0005344417,0.0001942811,0.0002819556,0.9684175,0.003371891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01154175,0.003797741,0.0009235233,0.006272243,0.003865573,0.004370048,0.01209858,0.001903623,0.9552269],"genre_scores_gemma":[0.06729929,0.001897273,0.005588044,0.0003226721,0.003276132,0.000003010714,0.005234215,0.00270553,0.9136738],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05575754,"threshold_uncertainty_score":0.9998953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183251881780884,"score_gpt":0.1968843596986859,"score_spread":0.185051840880877,"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."}}