{"id":"W6930760245","doi":"10.5281/zenodo.14511245","title":"decargroup/dkpy","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Selection (genetic algorithm); Order (exchange); Documentation; Inheritance (genetic algorithm); Process (computing); Matrix (chemical analysis)","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":[0.00195017,0.005298791,0.002624036,0.002568404,0.001801386,0.006543433,0.00867191,0.003408442,0.7131999],"category_scores_gemma":[0.009656535,0.004019339,0.003902265,0.002780687,0.001111325,0.008959844,0.007802533,0.004656772,0.7538099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003268637,"about_ca_system_score_gemma":0.002290433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005358989,"about_ca_topic_score_gemma":0.004244331,"domain_scores_codex":[0.9977108,0.0002075259,0.0001828026,0.0006540117,0.0007901145,0.000454746],"domain_scores_gemma":[0.9957654,0.0005832962,0.0001894828,0.001846594,0.001206803,0.0004084658],"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":[0.0003109252,0.00004650609,0.0003337653,0.0003960584,0.00003988913,0.00006122294,0.00007060036,0.0002278282,0.001525606,0.001889134,0.9606239,0.03447443],"study_design_scores_gemma":[0.0001690917,0.0000220431,0.0007741106,0.000133394,0.00002665545,0.0001362602,0.00004238769,0.00120108,0.0103626,0.004780851,0.9822641,0.00008746923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.000497935,0.0002583385,0.02510409,0.000462962,0.0006741288,0.00009979757,0.03795175,0.9036552,0.03129572],"genre_scores_gemma":[0.005159884,0.0002487793,0.01781313,0.001143842,0.0001537581,0.0002584647,0.04815427,0.8777859,0.04928199],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.7131999,"threshold_uncertainty_score":0.4090856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03134734046735241,"score_gpt":0.2643391662790591,"score_spread":0.2329918258117067,"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."}}