{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2016528,0.002857115,0.003162724,0.01432141,0.007721763,0.04217989,0.008927578,0.005243545,0.02613495],"category_scores_gemma":[0.4695883,0.002616597,0.003736452,0.01763319,0.03358833,0.05072793,0.03869946,0.01241483,0.0188258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01035576,"about_ca_system_score_gemma":0.02983605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004664326,"about_ca_topic_score_gemma":0.003373453,"domain_scores_codex":[0.7567463,0.1175494,0.01690907,0.03758274,0.06687669,0.0043358],"domain_scores_gemma":[0.4212352,0.1340332,0.0139647,0.3569511,0.06762126,0.006194523],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002778845,0.0001455597,0.007387014,0.001892538,0.0005180966,0.0002467805,0.01031676,0.001385497,0.0008576501,0.73383,0.07560166,0.1675405],"study_design_scores_gemma":[0.00009666343,0.0001053952,0.002501505,0.002252753,0.0001666298,0.0002371411,0.004594568,0.00173872,0.001774687,0.6714059,0.3150208,0.0001051674],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01826996,0.008554665,0.6026214,0.1050458,0.01224739,0.003394662,0.01548446,0.006903542,0.227478],"genre_scores_gemma":[0.3526898,0.01164238,0.5091418,0.02377273,0.01024692,0.009887107,0.02087581,0.01089733,0.05084617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7983472,"threshold_uncertainty_score":0.9845042,"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."}}