{"id":"W2954773522","doi":"10.22230/src.2019v10n3a333","title":"Play Smarter Not Harder: Developing Your Scholarly Meta","year":2019,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Crunch; Interactivity; Computer science; Production (economics); Debugging; Game Developer; World Wide Web; Game design; Multimedia; Economics; Microeconomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01098101,0.0000968844,0.0001554369,0.0002769737,0.002371703,0.004140988,0.0008490962,0.0001908053,0.0004573287],"category_scores_gemma":[0.002168486,0.00008916877,0.00004638802,0.0009381747,0.0003142929,0.006697216,0.0002543792,0.001096916,0.0004673336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002157857,"about_ca_system_score_gemma":0.0008765003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121082,"about_ca_topic_score_gemma":0.001611836,"domain_scores_codex":[0.9954486,0.002543113,0.0002382673,0.0002726857,0.001135389,0.0003618772],"domain_scores_gemma":[0.9963344,0.0004799631,0.00007996478,0.0007523784,0.002198851,0.000154431],"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":[0.00009453735,0.0002023839,0.02542925,0.00004996611,0.0003454585,8.943482e-7,0.07205065,0.000003898819,0.005145703,0.8573065,0.01429558,0.02507511],"study_design_scores_gemma":[0.0003991602,0.00005353064,0.05036625,0.00005264011,0.0000369374,9.645323e-7,0.02350441,0.0000234465,0.0007577796,0.01137163,0.9132043,0.0002290175],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7619057,0.004863027,0.0001845903,0.1330082,0.0004645183,0.001224173,0.000008693266,0.0001333165,0.09820781],"genre_scores_gemma":[0.9816229,0.002911715,0.003176366,0.0007347502,0.0001085285,0.0001006629,0.00002465305,0.00001274365,0.01130764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8989087,"threshold_uncertainty_score":0.9989271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2179912943310233,"score_gpt":0.4591514622052115,"score_spread":0.2411601678741882,"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."}}