{"id":"W2761040455","doi":"10.21810/strm.v9i1.243","title":"Introduction","year":2017,"lang":"en","type":"article","venue":"Stream Interdisciplinary Journal of Communication","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Geopolitics; Sociology; Set (abstract data type); Space (punctuation); Media studies; Social science; Political science; Computer science; Law; Politics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001483751,0.00006662475,0.0001539798,0.00007211058,0.003437995,0.0001716263,0.001728506,0.00005297015,0.000140782],"category_scores_gemma":[0.000477217,0.00005955158,0.00010044,0.00004762377,0.000498821,0.0007757636,0.0007657639,0.0002700631,0.00001738039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191707,"about_ca_system_score_gemma":0.00008702399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001108651,"about_ca_topic_score_gemma":0.0008257847,"domain_scores_codex":[0.9988739,0.0003168939,0.0003561991,0.00006490752,0.0002643153,0.0001237416],"domain_scores_gemma":[0.9971591,0.0001175519,0.001002989,0.001212125,0.0004368216,0.000071451],"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":[0.0003754084,0.0006040772,0.01053341,0.00001937129,0.0002684506,0.000007067582,0.1072417,0.00004471102,0.0006117688,0.2032093,0.1143615,0.5627233],"study_design_scores_gemma":[0.001149625,0.0004967751,0.0779271,0.0003576436,0.0001401033,0.00004704969,0.09404089,0.00009985788,0.0005172879,0.09587298,0.7289969,0.0003537697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3271076,0.00249555,0.0005547414,0.3599992,0.001850014,0.0002323184,0.000002365836,0.00003495644,0.3077233],"genre_scores_gemma":[0.9934593,0.003583888,0.001135571,0.00001840987,0.0009616964,0.000003898663,0.000003256264,0.000005970749,0.0008280202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6663517,"threshold_uncertainty_score":0.9978594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03180030686771079,"score_gpt":0.3810470190046939,"score_spread":0.3492467121369831,"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."}}