{"id":"W6997259663","doi":"","title":"Vahvuusperustainen opetus opettajaopiskelijoiden kuvaamana : Opettajaopiskelijoiden käsityksiä vahvuusperustaisesta opetuksesta ja opettajankoulutuksen tarjoamista valmiuksista sen toteuttamiseen","year":2024,"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":"Nucleofection; Limiting; Context (archaeology); Work (physics)","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","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.005114044,0.007842252,0.009783151,0.008711683,0.002309017,0.002545774,0.0168355,0.005735762,0.06848112],"category_scores_gemma":[0.001381911,0.009811176,0.005591052,0.008433597,0.005672032,0.004209362,0.01505947,0.007646133,0.1082648],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007052009,"about_ca_system_score_gemma":0.005619148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04211589,"about_ca_topic_score_gemma":0.01903727,"domain_scores_codex":[0.9667885,0.003619687,0.004462705,0.01051733,0.007056353,0.007555412],"domain_scores_gemma":[0.9738027,0.001134451,0.005490461,0.01187172,0.003059744,0.004640936],"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":[0.002738983,0.00244671,0.001599987,0.01154781,0.01406968,0.01751643,0.01059878,0.001060233,0.002857462,0.008889272,0.9069846,0.01969],"study_design_scores_gemma":[0.008534314,0.001140434,0.0026632,0.007416069,0.009809935,0.0006296596,0.02179357,0.0031527,0.0002075367,0.001083985,0.9343258,0.009242863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01409132,0.03185381,0.0007447912,0.0103716,0.005288634,0.01141343,0.02464582,0.003836296,0.8977543],"genre_scores_gemma":[0.03169653,0.00689741,0.00707301,0.000586088,0.003248811,0.00003291043,0.003756846,0.006844998,0.9398634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0421091,"threshold_uncertainty_score":0.9989898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128266708578572,"score_gpt":0.2186252607572323,"score_spread":0.2073425936714466,"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."}}