{"id":"W7133081511","doi":"","title":"”Ja sitte qué más” : Koodinvaihto monikielisen perheen arkikeskustelussa","year":2024,"lang":"fi","type":"dissertation","venue":"Trepo - Institutional Repository of Tampere University","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Life style; Quarter (Canadian coin); Population","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003065374,0.0006878925,0.0008115955,0.0006745001,0.003143099,0.0003582428,0.0006638811,0.0005770115,0.001755158],"category_scores_gemma":[0.000132059,0.000749487,0.0008744798,0.0001820475,0.000856504,0.000660563,0.0001738989,0.001511768,0.0002779735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000687698,"about_ca_system_score_gemma":0.001203613,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01907932,"about_ca_topic_score_gemma":0.002410374,"domain_scores_codex":[0.9966005,0.0002949247,0.0007538279,0.001025201,0.0008399533,0.0004855898],"domain_scores_gemma":[0.9976979,0.000238337,0.0006980745,0.0005889379,0.0005231498,0.0002536208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002292203,0.001759295,0.004051179,0.007602206,0.005806016,0.01422469,0.4303437,0.005287268,0.008716282,0.4957941,0.01207689,0.01204622],"study_design_scores_gemma":[0.0009702262,0.0002802309,0.002426864,0.002560145,0.001725381,0.000306928,0.1214234,0.0009401773,0.0009465203,0.0001093727,0.8670541,0.001256653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6740444,0.002116825,0.00001366134,0.0001496554,0.003140763,0.0002517719,0.0002235926,0.0001826704,0.3198767],"genre_scores_gemma":[0.6523477,0.00007408594,0.00006954664,0.00004082225,0.0009177784,0.00000160512,0.000892993,0.00004099421,0.3456145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8549772,"threshold_uncertainty_score":0.9994956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385245927597935,"score_gpt":0.2076541409403765,"score_spread":0.1938016816643971,"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."}}