{"id":"W4398524366","doi":"10.7910/dvn/ktwyz6/euczd9","title":"simtax_old-checkpoint.py","year":2020,"lang":"en","type":"dataset","venue":"Harvard Dataverse","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","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":[0.001448676,0.0033004,0.001509266,0.003830704,0.0009577341,0.0032355,0.00387805,0.002334173,0.1195779],"category_scores_gemma":[0.006784124,0.000963511,0.00174843,0.005041463,0.0006935486,0.001975391,0.002754532,0.001798291,0.1937809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001395346,"about_ca_system_score_gemma":0.001960089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01381586,"about_ca_topic_score_gemma":0.02420468,"domain_scores_codex":[0.999094,0.0001655009,0.0000800956,0.0003089261,0.000173649,0.0001779349],"domain_scores_gemma":[0.9977713,0.0005320301,0.0001468579,0.0008634754,0.0003841748,0.0003021205],"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":[0.00004199177,0.00001582659,0.0003951934,0.0002778444,0.00002083851,0.000009443497,0.00001358833,0.00017804,0.00006919365,0.0002838648,0.9971988,0.001495452],"study_design_scores_gemma":[0.0005067592,0.00004132281,0.002558033,0.0002044487,0.00003666151,0.00007035215,0.00009237559,0.001432034,0.0008787052,0.002422838,0.9917149,0.00004158539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.0002041808,0.00007303664,0.0001399026,0.00009032206,0.00005108806,0.00001407529,0.9959544,0.002543436,0.0009296169],"genre_scores_gemma":[0.0006864503,0.00006029198,0.0004003331,0.00007308122,0.00001602707,0.00007560368,0.9974912,0.0003645248,0.0008324214],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1195779,"threshold_uncertainty_score":0.400028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783997453147389,"score_gpt":0.2433415890999908,"score_spread":0.215501614568517,"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."}}