{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001102759,0.0003870462,0.0002418087,0.0006374628,0.005085805,0.009149002,0.0007113357,0.001196557,0.03939201],"category_scores_gemma":[0.002139853,0.0002791149,0.0003067986,0.0008327434,0.003234058,0.005487395,0.005422557,0.002463811,0.006672821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00556659,"about_ca_system_score_gemma":0.009390718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02766672,"about_ca_topic_score_gemma":0.06158223,"domain_scores_codex":[0.9988135,0.000253142,0.00003912148,0.0001995377,0.0003268461,0.0003678519],"domain_scores_gemma":[0.9990408,0.000263852,0.0001101116,0.00007850336,0.0002618354,0.0002448403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003096712,0.0002928781,0.02284664,0.0006607901,0.00004571908,0.001873002,0.1852732,0.0003229498,0.01078176,0.391966,0.07132876,0.3142987],"study_design_scores_gemma":[0.00001395598,0.00007825209,0.01794621,0.000335858,0.00003532397,0.0005010998,0.08947466,0.0002200645,0.00355219,0.01924286,0.8685409,0.00005861231],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1730596,0.005020836,0.007816144,0.01737273,0.0008779931,0.0001160982,0.0003634845,0.0003433413,0.7950298],"genre_scores_gemma":[0.628185,0.003662567,0.003948485,0.001744846,0.0001210904,0.0001563853,0.00022966,0.0002646541,0.3616872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03939201,"threshold_uncertainty_score":0.1317794,"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."}}