{"id":"W3045494460","doi":"10.18331/sfs2020.7.1.2","title":"Epilithic algae of Çalgan Creek","year":2020,"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":"Algae; Environmental science; Ecology; Geography; Biology","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":[0.0001742276,0.0001905425,0.0001931841,0.001429017,0.001352306,0.0007482804,0.0003193872,0.0003365753,0.001777704],"category_scores_gemma":[0.00028413,0.000324426,0.0001107656,0.001056219,0.0003167288,0.0004196903,0.0007544836,0.000268049,0.0003078995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552028,"about_ca_system_score_gemma":0.00080877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09467089,"about_ca_topic_score_gemma":0.4503114,"domain_scores_codex":[0.9998105,0.00001184749,0.00001395795,0.00005519371,0.00006280338,0.00004572565],"domain_scores_gemma":[0.9996982,0.00002698622,0.00004059705,0.000009519033,0.0001441743,0.00008047213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004976324,0.00006416635,0.9177778,0.00007667632,0.00002917135,0.0005248122,0.002397787,0.0001718709,0.06410077,0.0002250689,0.0004173119,0.01371707],"study_design_scores_gemma":[0.000001828393,0.00002216255,0.9980749,0.000002469992,0.000002970587,0.00005556998,0.0005742502,0.00006689768,0.0006095659,0.000008475847,0.0005790477,0.000001817422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972394,0.00006599494,0.00003078738,0.00001625173,0.000003258947,0.000004770996,0.0002208285,0.00000239359,0.002416324],"genre_scores_gemma":[0.9955954,0.00008635234,0.0001670415,0.00004140442,0.000003228474,0.000008103535,0.0003852769,0.000003047544,0.003710212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09467089,"threshold_uncertainty_score":0.1882397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2538878826201312,"score_gpt":0.3208670883977502,"score_spread":0.06697920577761896,"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."}}