{"id":"W4398657946","doi":"10.7910/dvn/k0oyqf/zzp9t1","title":"requirements.txt","year":2019,"lang":"en","type":"dataset","venue":"Harvard Dataverse","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003267271,0.003462027,0.002275035,0.007119271,0.001722371,0.007295709,0.004472102,0.003198586,0.492844],"category_scores_gemma":[0.02615626,0.001476693,0.001779082,0.01474511,0.0009196452,0.005562086,0.005505647,0.002811805,0.6471444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002437325,"about_ca_system_score_gemma":0.003241402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01687192,"about_ca_topic_score_gemma":0.02841881,"domain_scores_codex":[0.9967465,0.0006840402,0.000477619,0.0008298484,0.0007743477,0.0004874965],"domain_scores_gemma":[0.9870743,0.003295298,0.0005863095,0.004843398,0.003187575,0.001013205],"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":[0.00002313097,0.000006466496,0.00007330473,0.000176613,0.000006432543,0.000004694074,0.00001201157,0.00003009967,0.00003316905,0.000325662,0.998425,0.0008834522],"study_design_scores_gemma":[0.00009464064,0.00001006609,0.0005891379,0.0001436241,0.000007461313,0.00001744503,0.0000499548,0.0001191689,0.0001659602,0.001634004,0.997152,0.00001660856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00003352713,0.00002555491,0.00007813333,0.0001581786,0.00004121057,0.00001828743,0.9950954,0.001450282,0.003099408],"genre_scores_gemma":[0.0002004503,0.00004399741,0.0002350415,0.0001155504,0.00001855255,0.00008461148,0.9964301,0.000880367,0.001991329],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.507156,"threshold_uncertainty_score":0.7233965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05052230395929418,"score_gpt":0.2976639568394371,"score_spread":0.2471416528801429,"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."}}