{"id":"W7078432697","doi":"10.5281/zenodo.16990106","title":"khanlab/kslurm: Initial release","year":2021,"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":"Robarts Clinical Trials","funders":"","keywords":"","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":[0.002335559,0.00312014,0.002095955,0.002543268,0.001265692,0.006296877,0.007053302,0.002501957,0.4844297],"category_scores_gemma":[0.009927509,0.00198042,0.00152354,0.002777904,0.001078834,0.005690729,0.004460983,0.002980652,0.6756126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001525742,"about_ca_system_score_gemma":0.001734072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005304888,"about_ca_topic_score_gemma":0.004166567,"domain_scores_codex":[0.9974526,0.0003865198,0.000139599,0.0004490743,0.001130787,0.0004414521],"domain_scores_gemma":[0.9938602,0.0005579584,0.0002238208,0.002622587,0.002046625,0.0006888434],"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":[0.0005889762,0.00006172279,0.0002608956,0.0002465504,0.00004665261,0.00006119131,0.00004993966,0.000669968,0.002250391,0.003533525,0.9593918,0.03283844],"study_design_scores_gemma":[0.0003023507,0.0001023846,0.0007247606,0.0001086006,0.0000379577,0.0001298652,0.00004261363,0.003987225,0.009800854,0.006623622,0.9780235,0.0001162832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002772432,0.0005046478,0.04874212,0.001182983,0.0009684273,0.0003745707,0.09004655,0.6653636,0.1900447],"genre_scores_gemma":[0.04654026,0.000586795,0.02687505,0.00118853,0.0006700144,0.0008235307,0.2973289,0.2867626,0.3392243],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4844297,"threshold_uncertainty_score":0.7353984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702180168192826,"score_gpt":0.2475117425172673,"score_spread":0.2104899408353391,"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."}}