{"id":"W2915817106","doi":"10.5281/zenodo.13681","title":"rletters: v2.0.0","year":2015,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004580158,0.006553953,0.003187039,0.004465212,0.001007218,0.006946268,0.01036085,0.002729028,0.4404691],"category_scores_gemma":[0.01341904,0.005510883,0.004781923,0.003582214,0.001199802,0.005269121,0.006052305,0.00541868,0.4917697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002345586,"about_ca_system_score_gemma":0.002689082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008445758,"about_ca_topic_score_gemma":0.008335861,"domain_scores_codex":[0.9974188,0.0003322136,0.0002627685,0.000677769,0.0008632033,0.0004453079],"domain_scores_gemma":[0.9960747,0.00123904,0.0001956428,0.001279264,0.0008819233,0.0003294442],"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":[0.0003808622,0.00005366152,0.000425891,0.0008645791,0.0001233431,0.0001055411,0.0001137269,0.0005082066,0.0010646,0.001318287,0.9719471,0.02309411],"study_design_scores_gemma":[0.0007122616,0.0001358801,0.001942897,0.0004821435,0.00009836228,0.0002843128,0.0001241929,0.009345798,0.01422233,0.01078351,0.961513,0.0003551616],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0001879945,0.0001532599,0.01584537,0.0001124257,0.000196952,0.0001172647,0.04653711,0.9310118,0.005837871],"genre_scores_gemma":[0.008083971,0.0004586186,0.0374895,0.0008360369,0.0001724501,0.001071118,0.202695,0.7176405,0.03155277],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4404691,"threshold_uncertainty_score":0.7981029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08013290710744612,"score_gpt":0.2872036796203245,"score_spread":0.2070707725128784,"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."}}