{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003487578,0.0008467177,0.0004326486,0.0008051881,0.001471389,0.006148835,0.001559643,0.002211317,0.01363181],"category_scores_gemma":[0.01751107,0.0004336956,0.0007619634,0.0004297176,0.002574863,0.009362057,0.00620476,0.002384685,0.005304884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009263875,"about_ca_system_score_gemma":0.001225761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006915164,"about_ca_topic_score_gemma":0.001537065,"domain_scores_codex":[0.9971849,0.001672421,0.0001257637,0.0002087811,0.0005795428,0.0002285231],"domain_scores_gemma":[0.9935139,0.003599439,0.0003327748,0.0006481657,0.0005127349,0.001392958],"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":[0.001290286,0.001416589,0.008785409,0.001095126,0.0001450454,0.001206734,0.04817172,0.005210006,0.03473913,0.4187978,0.1525635,0.3265786],"study_design_scores_gemma":[0.0002621487,0.0009557426,0.003683548,0.0005410531,0.00007624034,0.001049744,0.01533078,0.02631606,0.01427606,0.1953773,0.7419013,0.0002299141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2142749,0.0007758502,0.4721358,0.02488343,0.00240215,0.001452823,0.000568201,0.0077424,0.2757644],"genre_scores_gemma":[0.5158901,0.0005361198,0.3955198,0.003756365,0.0002673133,0.001213545,0.0006367273,0.001403574,0.08077644],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9938512,"threshold_uncertainty_score":0.04560298,"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."}}