{"id":"W3208404721","doi":"10.5281/zenodo.2544848","title":"hadim/FilamentDetector: FilamentDetector-0.4.7","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","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":[0.001484433,0.00192726,0.002058486,0.00291377,0.002062646,0.002216891,0.003305842,0.002381992,0.05017423],"category_scores_gemma":[0.002489099,0.003267283,0.001695991,0.001105169,0.0006002932,0.002273746,0.002196475,0.004221866,0.04543941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005012791,"about_ca_system_score_gemma":0.0009392841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002252319,"about_ca_topic_score_gemma":0.004389381,"domain_scores_codex":[0.9991708,0.00006801818,0.00006913578,0.0003024327,0.0002554476,0.0001342112],"domain_scores_gemma":[0.9990958,0.0003068004,0.0001128088,0.0002274253,0.0001459062,0.0001112758],"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":[0.001067168,0.0001704861,0.006627229,0.003869822,0.0004951275,0.0008052685,0.0008411056,0.000922305,0.3526166,0.006077213,0.4892068,0.1373008],"study_design_scores_gemma":[0.0001514946,0.0001087917,0.01131756,0.0003392172,0.0002059155,0.001980273,0.0001082651,0.0124018,0.3104371,0.003997131,0.6586141,0.0003382976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.0165794,0.002341909,0.4652483,0.0005472382,0.0008188502,0.0005085089,0.05337533,0.4477173,0.01286309],"genre_scores_gemma":[0.04032747,0.001313063,0.6442487,0.001216858,0.0002048322,0.002101491,0.09881856,0.1791511,0.03261788],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.05017423,"threshold_uncertainty_score":0.1678495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03900025700019943,"score_gpt":0.2878681636185255,"score_spread":0.248867906618326,"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."}}