{"id":"W6962579577","doi":"10.17605/osf.io/wc2ax","title":"ManyBabies 1: Materials","year":2023,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003357128,0.0002318665,0.0003432542,0.0002395411,0.000374507,0.0001913991,0.002406682,0.0002086486,0.09520388],"category_scores_gemma":[0.001287056,0.0002363182,0.0001031423,0.0005833381,0.0002160041,0.0003548001,0.004488555,0.0002434603,0.8590031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006549089,"about_ca_system_score_gemma":0.00005750405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000532306,"about_ca_topic_score_gemma":0.00001873609,"domain_scores_codex":[0.9968835,0.0002759544,0.0004022254,0.001617509,0.0003012499,0.0005195424],"domain_scores_gemma":[0.9955682,0.0003274805,0.0001331428,0.003800673,0.00007986916,0.00009066354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004650497,0.0002457314,0.01241224,0.0001627211,0.000388393,0.0002590751,0.01012796,0.0002033905,0.0304302,0.4785641,0.4020326,0.06512701],"study_design_scores_gemma":[0.0007726494,0.000002297981,0.08288106,0.0000769654,0.00003556837,0.00009192419,0.0003861082,0.001078481,0.07216812,0.2563685,0.5852278,0.0009104455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4058626,0.000002146489,0.01989935,0.003528142,0.001497857,0.0005512742,0.00001001552,0.002668753,0.5659798],"genre_scores_gemma":[0.6696288,0.0001649447,0.004385268,0.0003620395,0.0000900573,0.0003003173,0.000007762277,0.0000247389,0.325036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7637993,"threshold_uncertainty_score":0.9636775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989407582987697,"score_gpt":0.2538239144801882,"score_spread":0.2339298386503113,"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."}}