{"id":"W2888501375","doi":"10.1177/1354856518795094","title":"How are civic cultures achieved through youth social-change-oriented vlogging? A multimodal case study","year":2018,"lang":"en","type":"article","venue":"Convergence The International Journal of Research into New Media Technologies","topic":"Social Media and Politics","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University; Brock University; University of Ottawa; Université du Québec en Outaouais","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Rhetorical question; Affordance; Social media; Hostility; Sociology; Contradiction; Politics; Semiotics; Coherence (philosophical gambling strategy); Field (mathematics); CONTEST; Narrative; Public relations; Media studies; Political science; Social psychology; Psychology; Epistemology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004544483,0.0005382623,0.0004457246,0.001698153,0.0122481,0.00671748,0.001393804,0.002198678,0.004373508],"category_scores_gemma":[0.005715495,0.0003201233,0.0005189377,0.00145973,0.008988729,0.005179752,0.008289834,0.002446029,0.0005170134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003733559,"about_ca_system_score_gemma":0.001468115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006306285,"about_ca_topic_score_gemma":0.01211668,"domain_scores_codex":[0.9948806,0.003664924,0.00009573558,0.000366184,0.0002753042,0.000717381],"domain_scores_gemma":[0.9970362,0.001421498,0.0002829836,0.0002746669,0.0001985685,0.0007859898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007304522,0.0002377963,0.01453188,0.0001343484,0.00001075243,0.005328423,0.9455767,0.0001997735,0.0009934267,0.01654395,0.00168885,0.01468096],"study_design_scores_gemma":[0.00001566427,0.0001163682,0.005388613,0.0001371199,0.00001518969,0.001597686,0.9524781,0.0005422511,0.0009157956,0.003059968,0.03570894,0.00002433628],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772143,0.000237417,0.002699932,0.001621043,0.00004522931,0.0001322748,0.0001165395,0.00003325933,0.01790006],"genre_scores_gemma":[0.9960213,0.0001551106,0.001252228,0.0001301879,0.00001643389,0.0001047791,0.00003474054,0.00002005295,0.002265173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0122481,"threshold_uncertainty_score":0.027089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2188436700479327,"score_gpt":0.4678580530097489,"score_spread":0.2490143829618162,"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."}}