{"id":"W7006956157","doi":"","title":"Yhdessä oppimisen yhteys käsityön opiskelun mielekkyyteen","year":2025,"lang":"fi","type":"other","venue":"UTUPub (University of Turku)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Work (physics); Life style; Paid work; Population","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","insufficient_payload"],"category_scores_codex":[0.0007205863,0.001635487,0.002688967,0.002836738,0.0008075938,0.0001297445,0.00439972,0.002399791,0.09356491],"category_scores_gemma":[0.0002004825,0.002307201,0.001594455,0.001967644,0.001588853,0.0005134627,0.002521175,0.001695887,0.03221145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001410607,"about_ca_system_score_gemma":0.001498883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01433878,"about_ca_topic_score_gemma":0.004957181,"domain_scores_codex":[0.9930996,0.0007877555,0.0006318073,0.002275477,0.001559112,0.001646198],"domain_scores_gemma":[0.9935066,0.0003452557,0.001705426,0.00286529,0.0007542735,0.0008231331],"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":[0.0008347729,0.0009949615,0.003020342,0.002069943,0.003830863,0.0008812524,0.002412762,0.0001552621,0.000683464,0.007142571,0.956918,0.02105583],"study_design_scores_gemma":[0.003976839,0.0002096417,0.006323176,0.002112323,0.002289846,0.00001318142,0.003879836,0.0007267485,0.0001157377,0.000359431,0.9780173,0.001975968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005680499,0.002220783,0.0008658481,0.001512364,0.00165558,0.001721297,0.005339884,0.0006558545,0.9803479],"genre_scores_gemma":[0.01250293,0.001012967,0.004844487,0.0001600744,0.0004471443,8.396699e-7,0.000804498,0.0006567784,0.9795703],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06135346,"threshold_uncertainty_score":0.9996393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009917935570513852,"score_gpt":0.1952663479116751,"score_spread":0.1853484123411612,"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."}}