{"id":"W6930810933","doi":"10.5281/zenodo.14846089","title":"gustaveroussy/sopa: v2.0.1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"QUAD Engineering (Canada)","funders":"","keywords":"Filter (signal processing); Table (database); Set (abstract data type); Segmentation; Code (set theory); String (physics)","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":[],"category_scores_codex":[0.001956673,0.004739553,0.002165292,0.002684253,0.001062884,0.005170078,0.007417697,0.002551151,0.4718054],"category_scores_gemma":[0.00745832,0.003897367,0.003654368,0.00228195,0.00109313,0.004462334,0.00511963,0.003937926,0.5822111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001866478,"about_ca_system_score_gemma":0.00181047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007609984,"about_ca_topic_score_gemma":0.004670409,"domain_scores_codex":[0.9985966,0.0001674995,0.0001183233,0.0003547206,0.0004679381,0.0002949255],"domain_scores_gemma":[0.9981369,0.0003934969,0.0001111866,0.0006909399,0.0005148099,0.0001527252],"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":[0.0002184554,0.00002103753,0.0003759346,0.0004213046,0.00005374852,0.00007382877,0.0000845574,0.0003590093,0.001093252,0.002290578,0.9805868,0.01442151],"study_design_scores_gemma":[0.0002248834,0.0000353289,0.0009277604,0.000196581,0.00003907764,0.0002133415,0.00006100591,0.002635916,0.008494557,0.007109096,0.9799399,0.0001224886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0003057785,0.0001432223,0.02599023,0.0001814076,0.000175402,0.00009350333,0.064704,0.8909347,0.01747172],"genre_scores_gemma":[0.008303602,0.0003169364,0.02726157,0.0007220469,0.0001186274,0.0006707736,0.1689539,0.7613558,0.03229667],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4718054,"threshold_uncertainty_score":0.7534055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01602889095668936,"score_gpt":0.2122378509145498,"score_spread":0.1962089599578604,"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."}}