{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006740076,0.00008490082,0.000352848,0.0001058562,0.00008599458,0.0001902885,0.0008388638,0.00004181971,0.0008075097],"category_scores_gemma":[0.00204961,0.00006541794,0.00006797073,0.0009134916,0.0009005758,0.0006948127,0.0001157259,0.0001829533,0.00001337564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001883286,"about_ca_system_score_gemma":0.0004149383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609718,"about_ca_topic_score_gemma":0.0008947838,"domain_scores_codex":[0.9975908,0.0004261277,0.0006485203,0.0001744287,0.0008719378,0.0002881875],"domain_scores_gemma":[0.9985825,0.0005147195,0.0003723995,0.00009414351,0.0002756759,0.0001605999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008265454,0.00005600568,0.9444023,0.00003482782,0.000003745525,0.00002454026,0.0007220856,0.00007324337,0.05163468,0.00005781119,0.001769443,0.001138656],"study_design_scores_gemma":[0.0003602386,0.0009409795,0.9714915,0.00008470633,0.00000321164,0.00001606964,0.0007805965,0.0001005776,0.02438384,0.0005460258,0.00116158,0.0001306602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967307,0.0003530835,0.00005983572,0.001533705,0.0002554853,0.00005014736,0.00001631477,0.000005108216,0.0009955526],"genre_scores_gemma":[0.9984291,0.0001174626,0.001218528,0.0001310945,0.00006517524,6.712736e-7,3.454345e-7,0.000004938467,0.00003266471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02725085,"threshold_uncertainty_score":0.8841665,"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."}}