{"id":"W6931336155","doi":"10.5281/zenodo.5127825","title":"FIGURES 38–42 in Surirella subrotunda sp. nov. and Surirella parahelvetica sp. nov., two new diatom (Bacillariophyta) species from Lake Prespa, Macedonia","year":2014,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydrological Forecasting Using AI","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Museum of Nature","funders":"","keywords":"Keel; Diatom; Scale (ratio); Starfish; Allee effect","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006541391,0.0005025821,0.0005308425,0.0002479009,0.0006885845,0.000781382,0.00135532,0.0003435422,0.1814336],"category_scores_gemma":[0.0006963254,0.0004946014,0.00009035609,0.0005767677,0.000781481,0.0001069791,0.002292014,0.0006652279,0.02682038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117448,"about_ca_system_score_gemma":0.000007875291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579566,"about_ca_topic_score_gemma":0.0005321527,"domain_scores_codex":[0.99617,0.0005756521,0.0004680933,0.001198744,0.0007896273,0.0007978925],"domain_scores_gemma":[0.9982502,0.000117443,0.0002867707,0.0008584511,0.00004038907,0.000446773],"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":[0.0001271323,0.0001478735,0.001117053,0.00008113254,0.00005788098,0.00008524858,0.0004869753,0.0007085087,0.001967087,0.00025735,0.9814165,0.01354725],"study_design_scores_gemma":[0.0008888569,0.0001631323,0.004728744,0.0001727033,0.00002544117,0.00002704278,0.00001069625,0.0006033941,0.00009955834,0.0002328134,0.9925097,0.0005379156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06418107,0.0003749356,0.0003410888,0.0006015264,0.0002543063,0.00089116,0.0007440032,0.0009969039,0.931615],"genre_scores_gemma":[0.3611701,0.001537958,0.002403195,0.0008879569,0.001631204,4.712111e-7,0.003813351,0.01284443,0.6157113],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3159037,"threshold_uncertainty_score":0.9997506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02530539188013536,"score_gpt":0.2250950454981888,"score_spread":0.1997896536180535,"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."}}