{"id":"W7000785108","doi":"","title":"Henkilöstöjohtaminen Suomessa : CRANET 2021 -tutkimuksen päätulokset","year":2023,"lang":"fi","type":"other","venue":"Osuva (University of Vaasa)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Life style; 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","insufficient_payload"],"category_scores_codex":[0.001078687,0.001665887,0.002789429,0.0028902,0.0006705283,0.0001119385,0.003323693,0.00212006,0.1128329],"category_scores_gemma":[0.00022116,0.00241323,0.001337278,0.003462793,0.0018554,0.0007258627,0.001730762,0.00147726,0.1854658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053309,"about_ca_system_score_gemma":0.000821375,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01280693,"about_ca_topic_score_gemma":0.02061116,"domain_scores_codex":[0.9920629,0.0007446102,0.0007033719,0.002343359,0.002167704,0.001978],"domain_scores_gemma":[0.9931213,0.0005882801,0.001905274,0.00288624,0.0005544461,0.0009444109],"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":[0.0005231441,0.0008379785,0.005461245,0.0009264647,0.002904238,0.002846,0.00274798,0.00009724729,0.00138419,0.001759026,0.9684783,0.01203422],"study_design_scores_gemma":[0.004654831,0.0004034131,0.0249867,0.001644624,0.001634672,0.0000416893,0.006271606,0.0004409172,0.00003703537,0.00012132,0.9574504,0.002312814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0160217,0.001494944,0.0003221792,0.002064455,0.002859388,0.002251195,0.01976592,0.001687774,0.9535325],"genre_scores_gemma":[0.01276591,0.002432489,0.001252071,0.0000453681,0.0007242692,0.000001354223,0.001704925,0.003015331,0.9780583],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07263294,"threshold_uncertainty_score":0.9996088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01698838466365373,"score_gpt":0.2084685280632854,"score_spread":0.1914801433996317,"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."}}