{"id":"W7132927550","doi":"","title":"Viimeinen kuntakoulu : Koulu kunnan elinvoimatekijänä","year":2023,"lang":"fi","type":"dissertation","venue":"Trepo - Institutional Repository of Tampere University","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Connotation; 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"],"consensus_categories":["sts"],"category_scores_codex":[0.001739694,0.0005864408,0.0008887736,0.0006772636,0.006779676,0.0002164163,0.002293329,0.001040913,0.0005630465],"category_scores_gemma":[0.00126604,0.0006665988,0.0008146405,0.002433558,0.005012724,0.001324844,0.00036417,0.0009113615,0.0004518762],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00168568,"about_ca_system_score_gemma":0.007307161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06274324,"about_ca_topic_score_gemma":0.008074611,"domain_scores_codex":[0.9921868,0.0009071412,0.0009287494,0.001279486,0.003614208,0.001083592],"domain_scores_gemma":[0.995015,0.0006483881,0.001205429,0.0006240286,0.001780592,0.0007266089],"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":[0.004539658,0.004737134,0.07995151,0.003788803,0.004317311,0.01077373,0.295224,0.004239871,0.03691841,0.4790329,0.03962569,0.03685095],"study_design_scores_gemma":[0.001582159,0.0005972475,0.1146839,0.00177408,0.0006282445,0.00004516947,0.2044747,0.0005530503,0.006046331,0.002029093,0.6652543,0.002331749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6526648,0.0002601846,0.00001690015,0.0007395302,0.004822078,0.0007028996,0.0001860674,0.000240876,0.3403667],"genre_scores_gemma":[0.7814084,0.001382507,0.0002383354,0.00002844995,0.0008684144,0.000005481116,0.0003842746,0.00003633442,0.2156479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6256286,"threshold_uncertainty_score":0.9995785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03917115339517688,"score_gpt":0.321049136246221,"score_spread":0.2818779828510442,"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."}}