{"id":"W2743709662","doi":"10.18331/sfs2016.3.1.5","title":"Seasonal variations in the epilithic diatoms of Koçan Falls (Erzincan, Turkey)","year":2016,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Oceanography; Geography; Diatom; Ecology; Fishery; Biology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001268589,0.0002576676,0.0002443651,0.0006882026,0.0005889817,0.0004431891,0.0003042163,0.0003897602,0.0008169054],"category_scores_gemma":[0.0001708312,0.0002137228,0.0001565572,0.0007650878,0.0003411988,0.0002326888,0.0003903626,0.0002201061,0.0002287201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008754263,"about_ca_system_score_gemma":0.0005613904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05726664,"about_ca_topic_score_gemma":0.1523669,"domain_scores_codex":[0.9998782,0.000007409414,0.0000107386,0.00004553418,0.00002454343,0.00003356113],"domain_scores_gemma":[0.9998272,0.00001161221,0.0000358545,0.000005261455,0.00007629138,0.00004381442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003437481,0.00008033645,0.9792871,0.00005582992,0.0000890563,0.0002853519,0.0016988,0.0001949237,0.0105453,0.0000627527,0.0004571471,0.006899554],"study_design_scores_gemma":[0.00000142513,0.00001125983,0.9991845,0.000001885629,0.000006170522,0.00002897052,0.000454351,0.00003684044,0.00007627841,0.000004488243,0.0001922497,0.000001578967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991635,0.0000682384,0.00001367832,0.000009790396,0.000003888557,0.000002227143,0.0002924795,0.00000192717,0.0004442706],"genre_scores_gemma":[0.9989492,0.00005623119,0.00005683031,0.00001314145,0.000004029333,0.000006204245,0.0004858917,0.000001646959,0.000426908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05726664,"threshold_uncertainty_score":0.1138666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1412357071409408,"score_gpt":0.3105417331584568,"score_spread":0.169306026017516,"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."}}