{"id":"W7080144519","doi":"","title":"MISpheroID: a knowledgebase and transparency tool for minimum information in spheroid identity","year":2022,"lang":"en","type":"other","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Transparency (behavior); Spheroid; Interrogation; Crowdsourcing; Set (abstract data type); Resource (disambiguation)","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":[0.01802458,0.00238559,0.002315775,0.02356234,0.003141177,0.01116348,0.006017381,0.004586371,0.03303941],"category_scores_gemma":[0.09253403,0.002059711,0.002360497,0.01705802,0.00151144,0.01274276,0.01421868,0.003366371,0.02546447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003352249,"about_ca_system_score_gemma":0.01349799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01150317,"about_ca_topic_score_gemma":0.01443836,"domain_scores_codex":[0.9874588,0.002902678,0.003434329,0.001640512,0.004141365,0.0004222269],"domain_scores_gemma":[0.9422855,0.02954145,0.004467301,0.01316257,0.00867555,0.00186759],"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":[0.000672914,0.0003603626,0.003356286,0.01106411,0.0003461791,0.001327808,0.003407055,0.0073786,0.005906531,0.08091582,0.6042393,0.281025],"study_design_scores_gemma":[0.0001216694,0.00003829577,0.0008267711,0.002074944,0.0001179075,0.000335612,0.0005334491,0.006317019,0.004636541,0.04341076,0.941464,0.0001229869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.004038469,0.003352945,0.4775556,0.004413079,0.0007836131,0.002524971,0.3602004,0.1017193,0.04541168],"genre_scores_gemma":[0.01558101,0.003605587,0.4783808,0.001400546,0.0001579696,0.003033017,0.4778823,0.01118318,0.008775493],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03303941,"threshold_uncertainty_score":0.1105279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035515492778412,"score_gpt":0.2290115137039025,"score_spread":0.2186563587761184,"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."}}