{"id":"W7078108038","doi":"10.5281/zenodo.16974620","title":"Fig. 4A-V in Free-living ciliated protist diversity in the freshwater ecosystems of Delhi, India","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Protist; Freshwater ecosystem; Ciliata; Ecosystem; Diversity (politics); Invertebrate; Morphology (biology); Taxonomy (biology)","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":[0.00009299212,0.0002452797,0.000149118,0.003854591,0.0005621583,0.0008394295,0.0004649444,0.0001534677,0.007377144],"category_scores_gemma":[0.0002882371,0.0001618515,0.0003867357,0.003590805,0.0005357037,0.0002640452,0.0006083489,0.0001391609,0.001082345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000773773,"about_ca_system_score_gemma":0.0005105715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0330099,"about_ca_topic_score_gemma":0.05084259,"domain_scores_codex":[0.9998102,0.00001673475,0.00001638433,0.00005463209,0.00003263504,0.00006955557],"domain_scores_gemma":[0.999747,0.00005370943,0.00005545897,0.00002976289,0.00005848848,0.00005562423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003939237,0.0000428682,0.8511785,0.0008949965,0.0002654723,0.002180616,0.007026131,0.001388767,0.049304,0.003728942,0.004473913,0.07912166],"study_design_scores_gemma":[0.000001777724,0.0000242832,0.9947125,0.000007972757,0.00002338055,0.0005693308,0.001319618,0.00009075296,0.0006138671,0.00008182334,0.002546283,0.000008495134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9723929,0.0006181777,0.0003732617,0.00006930442,0.00001182751,0.00001838015,0.006312978,0.0001992401,0.02000385],"genre_scores_gemma":[0.9947977,0.0001551898,0.0002681525,0.00001304822,0.000002995509,0.000008010031,0.00161543,0.00000982019,0.003129713],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0330099,"threshold_uncertainty_score":0.0656355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02475664532669356,"score_gpt":0.2128908554948922,"score_spread":0.1881342101681987,"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."}}