{"id":"W7132238278","doi":"","title":"Kaupunki ja vesi","year":2001,"lang":"fi","type":"dissertation","venue":"Trepo - Institutional Repository of Tampere University","topic":"Earth Systems and Cosmic Evolution","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statistical analysis; Data source; Sample (material); 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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000292572,0.0004978068,0.0006811236,0.0003994991,0.001771244,0.0000619127,0.0006054564,0.0006346672,0.0009607763],"category_scores_gemma":[0.00007305443,0.0005400248,0.0004868525,0.000541566,0.000593772,0.0007457097,0.00003566611,0.0005273046,0.0002770389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001754008,"about_ca_system_score_gemma":0.001654546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01999571,"about_ca_topic_score_gemma":0.003863359,"domain_scores_codex":[0.9967007,0.0002783176,0.0007588918,0.0008066889,0.0009965486,0.0004588569],"domain_scores_gemma":[0.997523,0.0001549882,0.0009533075,0.0004925767,0.0005572607,0.000318888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004669925,0.001316759,0.875486,0.003096128,0.001903498,0.00731611,0.006678686,0.03338576,0.006048198,0.02052838,0.00562341,0.03394715],"study_design_scores_gemma":[0.001218668,0.0004615398,0.6321048,0.001254749,0.0004993342,0.0008462194,0.005334742,0.00230392,0.0006364621,0.0001863398,0.3541324,0.001020871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7284796,0.001745858,0.00007799114,0.00004340955,0.003035228,0.0003155122,0.0002603846,0.00005626204,0.2659857],"genre_scores_gemma":[0.8382488,0.0004592292,0.0002325356,0.0000198873,0.0003864487,3.49285e-7,0.001762135,0.000008394442,0.1588822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.348509,"threshold_uncertainty_score":0.9999525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088055202136575,"score_gpt":0.1861033044654709,"score_spread":0.1752227524441052,"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."}}