{"id":"W7115261795","doi":"","title":"Vuoden 2017 asumistukiuudistuksen vaikutukset opiskelijoiden asumiseen ja opintoihin","year":2024,"lang":"fi","type":"other","venue":"Doria (University of Helsinki)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin)","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001657688,0.002365624,0.003489745,0.002769864,0.0007986549,0.0004006006,0.005060282,0.00278002,0.04032987],"category_scores_gemma":[0.0002145812,0.003185026,0.002048665,0.002075077,0.002255434,0.0009443377,0.002862158,0.002532713,0.2748842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002053082,"about_ca_system_score_gemma":0.001216336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01205773,"about_ca_topic_score_gemma":0.005386522,"domain_scores_codex":[0.9894776,0.0009293095,0.001153773,0.003549652,0.002745844,0.002143845],"domain_scores_gemma":[0.9917819,0.0002541896,0.002302625,0.003839997,0.0006698305,0.001151402],"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":[0.0006056974,0.0006465284,0.0003796527,0.003052029,0.004779916,0.002597362,0.005581793,0.00003410612,0.001460258,0.004812995,0.9707333,0.005316385],"study_design_scores_gemma":[0.003612069,0.0003490206,0.002363183,0.004034929,0.003552708,0.0001133587,0.00478322,0.0002414158,0.00007377072,0.002201687,0.9757273,0.00294732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002829598,0.01570138,0.0003656249,0.001919648,0.005549329,0.002549783,0.01242892,0.00121472,0.957441],"genre_scores_gemma":[0.008435767,0.002885189,0.003903654,0.00006940146,0.001983815,0.000002979471,0.001830003,0.002145784,0.9787434],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2345543,"threshold_uncertainty_score":0.9997685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239203876402321,"score_gpt":0.2418024261935146,"score_spread":0.2194103874294914,"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."}}