{"id":"W7080131910","doi":"10.5281/zenodo.17064586","title":"osmond-lab/sparg: Zenodo - manuscript","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 Toronto","funders":"","keywords":"Code (set theory); Inference; Graph; Brownian motion","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00171315,0.002270362,0.001734485,0.001135074,0.0008648703,0.003280805,0.004377529,0.00157048,0.3382412],"category_scores_gemma":[0.004941892,0.001872104,0.001935055,0.00136093,0.0007443133,0.002929693,0.003067507,0.003098303,0.2917413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131468,"about_ca_system_score_gemma":0.001316427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00386245,"about_ca_topic_score_gemma":0.005220836,"domain_scores_codex":[0.9989875,0.0001692367,0.00006715127,0.0003464587,0.0003107007,0.0001189866],"domain_scores_gemma":[0.9983369,0.0005651827,0.00008754643,0.0005512874,0.0003025407,0.0001565167],"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":[0.0001827912,0.00002882818,0.0005400432,0.0005948883,0.0001326492,0.00008036731,0.00008506437,0.001928416,0.001822449,0.01048984,0.9450999,0.03901475],"study_design_scores_gemma":[0.0003825735,0.00003026332,0.0008979343,0.0001210409,0.0000590566,0.0001949462,0.00003264098,0.01615397,0.01065606,0.03210495,0.9392542,0.0001122456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001477685,0.0004903794,0.1951049,0.0005794371,0.0006285779,0.0001686485,0.1521499,0.6187062,0.03069439],"genre_scores_gemma":[0.01452427,0.000399872,0.114402,0.0009119468,0.0002215916,0.0006854093,0.21682,0.6157095,0.0363255],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6617588,"threshold_uncertainty_score":0.9439186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783456651371698,"score_gpt":0.2238183549243506,"score_spread":0.1959837884106337,"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."}}