{"id":"W4241724206","doi":"10.15173/mjc.v9i0.269","title":"Introduction","year":2013,"lang":"en","type":"article","venue":"The McMaster Journal of Communication","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Cover (algebra); Library science; Sociology; Social media; Management; Political science; Engineering; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008136763,0.00002484332,0.00005033014,0.00002193407,0.00008350074,0.0001042096,0.0005295472,0.00001648635,0.0006419198],"category_scores_gemma":[0.0002150324,0.00001518491,0.00003391362,0.00007707698,0.0001347771,0.0005139914,0.00004994725,0.0001108678,0.00009747375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002414965,"about_ca_system_score_gemma":0.00002721795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004700641,"about_ca_topic_score_gemma":0.00002889388,"domain_scores_codex":[0.9994082,0.0001884233,0.0001512645,0.00001981414,0.000165985,0.00006634594],"domain_scores_gemma":[0.9992953,0.00008354346,0.0001762165,0.0002047976,0.000203488,0.00003667375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007568834,0.00003356468,0.0001487757,0.0000010651,0.00001468914,6.466628e-8,0.01708695,0.00001088993,0.0003345584,0.01184056,0.04793841,0.9225829],"study_design_scores_gemma":[0.00007129833,0.00001977318,0.002094163,0.000009987511,0.000006964689,0.00000438808,0.004954947,0.00001010929,0.00004974502,0.005771764,0.9869851,0.00002173842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1304348,0.001306391,0.0004528436,0.2493288,0.0005610686,0.0002050763,2.409382e-7,0.00001534891,0.6176955],"genre_scores_gemma":[0.9776298,0.0005141545,0.0005187854,0.0002452875,0.000625622,0.000001991819,4.429065e-7,0.00000290994,0.02046094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9390467,"threshold_uncertainty_score":0.7028571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201043673603845,"score_gpt":0.2811875976258322,"score_spread":0.2591771608897937,"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."}}