{"id":"W7103882518","doi":"10.5281/zenodo.17514942","title":"Cheilosia (Cheilosia) melanopa","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Dorsum; Scutellum; Seta; Lobe; Black male; Sexual difference","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006450756,0.0008841972,0.0002483996,0.001717233,0.0009436912,0.0004297692,0.0004568821,0.000528109,0.01617939],"category_scores_gemma":[0.0001852369,0.0002334671,0.0002728915,0.0005089192,0.0003886353,0.0005823461,0.0008729945,0.0004948562,0.005204631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003227779,"about_ca_system_score_gemma":0.0001537038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004206864,"about_ca_topic_score_gemma":0.00801243,"domain_scores_codex":[0.9999115,0.000009761417,0.000007916421,0.0000282561,0.00002082861,0.00002165056],"domain_scores_gemma":[0.9998943,0.00001514526,0.0000447211,0.0000116873,0.00002155408,0.00001266424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006936872,0.0002159367,0.0496984,0.00132014,0.0001743072,0.003378206,0.00204627,0.001140352,0.1234034,0.004678464,0.02485679,0.7883943],"study_design_scores_gemma":[0.0001214599,0.000344399,0.6596627,0.0007134534,0.0001968645,0.0153236,0.001446605,0.001126605,0.01047767,0.001106579,0.3093925,0.00008757212],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5689273,0.00987033,0.005447087,0.0004346869,0.0002686342,0.0005671622,0.006343773,0.001206027,0.406935],"genre_scores_gemma":[0.9748643,0.001651221,0.002223415,0.00026522,0.00007444344,0.0001024426,0.001899536,0.00006945658,0.01884989],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01617939,"threshold_uncertainty_score":0.05412543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03013155106610156,"score_gpt":0.2732730753135149,"score_spread":0.2431415242474134,"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."}}