{"id":"W4253524196","doi":"10.20884/1.bioe.2019.1.2.1800","title":"","year":2019,"lang":"","type":"article","venue":"BioEksakta Jurnal Ilmiah Biologi Unsoed","topic":"Aquatic life and conservation","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Physics; Forestry; Tectona; Humanities; Horticulture; Biology; Art; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002928033,0.002063439,0.002415284,0.0001975666,0.001552219,0.001103451,0.003437737,0.002302075,0.003656235],"category_scores_gemma":[0.0008207115,0.0008821648,0.001586324,0.003349301,0.001040795,0.001864795,0.001170527,0.001694066,0.002239015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003883457,"about_ca_system_score_gemma":0.0003463071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00535525,"about_ca_topic_score_gemma":0.001325136,"domain_scores_codex":[0.9858569,0.002124547,0.003512186,0.003450108,0.001598047,0.003458241],"domain_scores_gemma":[0.9918047,0.002615562,0.002447303,0.0009262544,0.0009133588,0.001292819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001388145,0.0006631975,0.5206689,0.00006001272,0.0002446256,0.00004078312,0.0002405284,0.00002254549,0.4245918,0.001488051,0.0007134792,0.049878],"study_design_scores_gemma":[0.003955541,0.01170025,0.9099181,0.0005232479,0.0002865554,0.0001673617,0.00439237,0.002026909,0.01963949,0.001583054,0.04275639,0.00305076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498965,0.00285232,0.00003042612,0.03827947,0.00416747,0.003215549,0.0003274336,0.0003810931,0.0008497568],"genre_scores_gemma":[0.9762806,0.002859059,0.0001640877,0.01364425,0.002872979,0.0001016094,0.000515181,0.00001682662,0.003545391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4049523,"threshold_uncertainty_score":0.9999335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137700802598664,"score_gpt":0.2174935245448469,"score_spread":0.1961165165188603,"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."}}