{"id":"W3003556322","doi":"10.22148/001c.11821","title":"From Reproducible to Productive","year":2017,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Quarter (Canadian coin); Discipline; Epistemology; Set (abstract data type); Scale (ratio); Social science; Computer science; History; Geography; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005855503,0.00009279358,0.0002414994,0.00002980991,0.00109234,0.0004030283,0.0006701372,0.00006957441,0.00008908376],"category_scores_gemma":[0.002693116,0.00006045348,0.0001719261,0.0001286838,0.0002073703,0.0007458865,0.00006871819,0.0001909145,0.00004588128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001344753,"about_ca_system_score_gemma":0.000117446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002106677,"about_ca_topic_score_gemma":0.00113117,"domain_scores_codex":[0.9987692,0.00006251308,0.0002911502,0.0001676438,0.0005020778,0.0002074387],"domain_scores_gemma":[0.997924,0.00002784847,0.0005544711,0.0002730307,0.001006519,0.0002140903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005347792,0.0005407159,0.0426228,0.00002435894,0.001359521,0.0002575498,0.5260131,0.0009894224,0.01459014,0.04721503,0.2629936,0.1028589],"study_design_scores_gemma":[0.0008722992,0.000359939,0.1069774,0.0002068093,0.0004529027,0.00001861658,0.156112,0.00007896609,0.00208441,0.06218658,0.6698776,0.0007724647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471579,0.0001011719,0.00004351117,0.03525479,0.00144996,0.0001065674,0.000008430022,0.00001374343,0.01586393],"genre_scores_gemma":[0.9794909,0.0001320312,0.001470179,0.0002081436,0.005429059,6.817077e-7,0.0000013867,0.000005406242,0.01326219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.406884,"threshold_uncertainty_score":0.840151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06684697976209006,"score_gpt":0.386335167575542,"score_spread":0.319488187813452,"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."}}