{"id":"W4241237730","doi":"10.26443/fo.v13i.261","title":"Contents","year":2013,"lang":"fi","type":"paratext","venue":"Fontanus","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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","insufficient_payload"],"category_scores_codex":[0.0002851552,0.00172405,0.002029648,0.0005273296,0.0003313329,0.0005835672,0.001776488,0.001746392,0.2069393],"category_scores_gemma":[0.0001881737,0.001766863,0.000769108,0.0006010063,0.0004107502,0.0004705251,0.0005555935,0.001922348,0.983641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001647759,"about_ca_system_score_gemma":0.0004229263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005150682,"about_ca_topic_score_gemma":0.0003730195,"domain_scores_codex":[0.992865,0.0004934203,0.001373283,0.001735708,0.001393007,0.002139566],"domain_scores_gemma":[0.9946678,0.0001740707,0.001240834,0.002170347,0.0008425974,0.0009043367],"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":[0.0001781033,0.0003565977,0.0001716469,0.0002161211,0.0007701662,0.0003289498,0.0003490036,0.000009616271,0.002077769,0.0002089551,0.9906686,0.004664473],"study_design_scores_gemma":[0.002573387,0.0003638795,0.003232019,0.0008503812,0.0004032161,0.0002223708,0.0001560556,0.0002022458,0.0005905383,0.00009483811,0.9894653,0.00184579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01477611,0.01570759,0.00004466032,0.0001650077,0.01862648,0.00283086,0.006137854,0.0002734604,0.941438],"genre_scores_gemma":[0.1124248,0.0004374045,0.000179382,0.000454366,0.002395555,0.0004025969,0.00261915,0.0009151481,0.8801716],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7767017,"threshold_uncertainty_score":0.9995506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04309726517953581,"score_gpt":0.2771489381142327,"score_spread":0.2340516729346969,"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."}}