{"id":"W1504334680","doi":"","title":"Sources and Information in Academic Research: Avoiding Mistakes in Assessing Sources for Research and during Peer Review","year":2013,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credibility; Newspaper; Variety (cybernetics); German; Research integrity; Academic integrity; Public relations; Academic community; Library science; Political science; Sociology; Media studies; Law; History; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6228876,0.002675566,0.005488395,0.04192569,0.01824159,0.06019551,0.01013842,0.01379126,0.018777],"category_scores_gemma":[0.8781934,0.004970313,0.001913977,0.03683769,0.01940731,0.05406172,0.03008147,0.01687254,0.03972001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01414554,"about_ca_system_score_gemma":0.06833397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004402998,"about_ca_topic_score_gemma":0.007917507,"domain_scores_codex":[0.2615781,0.4682871,0.09847132,0.01686085,0.1505017,0.004300931],"domain_scores_gemma":[0.05229162,0.3478559,0.06080956,0.130532,0.3978918,0.01061915],"domain_codex":"methods","domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002264757,0.000133127,0.006905799,0.005747837,0.0003721933,0.001028357,0.05863674,0.0005271049,0.001706365,0.0374041,0.436374,0.4509379],"study_design_scores_gemma":[0.0001196094,0.0001269207,0.006325122,0.01222006,0.0002796917,0.0008710834,0.02318085,0.002246599,0.001988029,0.07974763,0.8723838,0.0005105244],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01896016,0.03146954,0.3665558,0.3696493,0.06950425,0.01752277,0.002563574,0.0106661,0.1131087],"genre_scores_gemma":[0.2286459,0.02512239,0.5718133,0.04444034,0.03161621,0.02676914,0.004167137,0.01017174,0.05725391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9862087,"threshold_uncertainty_score":0.4650468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6180195238489408,"score_gpt":0.6524922800243458,"score_spread":0.03447275617540502,"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."}}