{"id":"W1583843868","doi":"10.22230/src.2013v4n2a109","title":"African Researcher 2.0: Using New Technologies to Join Global Academic Conversations","year":2013,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Join (topology); Work (physics); Publishing; Position (finance); Scholarly communication; Public relations; Knowledge management; World Wide Web; Computer science; Political science; Sociology; Data science; Business; Engineering","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":[0.004314635,0.00006601985,0.00008012557,0.0002701753,0.002097374,0.001299326,0.0008544417,0.0002166097,0.0001865968],"category_scores_gemma":[0.006875726,0.00006574061,0.00001608754,0.00236928,0.0006613039,0.002389001,0.0003859621,0.0009162622,0.0002127057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005579833,"about_ca_system_score_gemma":0.001253931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01966099,"about_ca_topic_score_gemma":0.002996393,"domain_scores_codex":[0.9969736,0.001401014,0.0001842082,0.0002037629,0.0008554008,0.0003819617],"domain_scores_gemma":[0.9972152,0.0003146234,0.00004696314,0.0005413395,0.001624385,0.0002574716],"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":[0.00003734373,0.0001249402,0.02574158,0.00001475675,0.00003153607,3.442818e-7,0.05848914,0.00001617375,0.005481424,0.5908372,0.09014776,0.2290778],"study_design_scores_gemma":[0.0003751824,0.0000962952,0.06097944,0.0001119487,0.000008249969,0.000001253279,0.2963855,0.0003907188,0.0004393283,0.2907,0.3502261,0.0002859195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5609488,0.00219002,0.0007088592,0.3975577,0.0001163779,0.001591238,0.000007100232,0.0002507783,0.03662903],"genre_scores_gemma":[0.9898167,0.001420059,0.006275681,0.0001592156,0.00007665302,0.000097649,0.000007211593,0.00000611797,0.002140745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4288678,"threshold_uncertainty_score":0.9997374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2222126246976716,"score_gpt":0.4969000993318273,"score_spread":0.2746874746341557,"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."}}