{"id":"W7113048688","doi":"","title":"Helsingin lumenkaadon vaikutukset Itämeren ekosysteemeihin ja mikromuovikuormitukseen","year":2025,"lang":"fi","type":"other","venue":"Aaltodoc (Aalto University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Power (physics); 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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001356849,0.003697727,0.003909692,0.01078092,0.001398862,0.0006024814,0.005717132,0.003488189,0.03841275],"category_scores_gemma":[0.0004322105,0.00478972,0.001884751,0.008924998,0.001136556,0.001333763,0.002782628,0.003261328,0.09272848],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005507056,"about_ca_system_score_gemma":0.00402042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027851,"about_ca_topic_score_gemma":0.006074543,"domain_scores_codex":[0.9847696,0.002444908,0.001794528,0.004705665,0.002282794,0.004002454],"domain_scores_gemma":[0.989449,0.0007161939,0.002645805,0.004498451,0.000975596,0.00171495],"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":[0.002111988,0.002908421,0.005138375,0.005155101,0.0103745,0.007817776,0.002236688,0.0003053659,0.002426351,0.07301637,0.8497128,0.03879631],"study_design_scores_gemma":[0.005785832,0.0004586152,0.0007757983,0.004550676,0.003270136,0.00006424687,0.001985968,0.0002740145,0.0004342726,0.0001726962,0.9780919,0.004135841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002330212,0.002927814,0.00079491,0.0007694596,0.003611566,0.003654346,0.00785741,0.002128889,0.9759254],"genre_scores_gemma":[0.01133381,0.001644117,0.00169321,0.0004720764,0.001317737,0.000009797446,0.001800486,0.002118112,0.9796107],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1283791,"threshold_uncertainty_score":0.9999012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009484682089060132,"score_gpt":0.2046348407069569,"score_spread":0.1951501586178967,"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."}}