{"id":"W2903255135","doi":"10.1177/1532708618809723","title":"“I Wish I Could Grow a Full Beard”: The Amateur Pogonotropher on the Beardbrand YouTube Channel","year":2018,"lang":"en","type":"article","venue":"Culture Studies &#x2194 Critical Methodologies","topic":"Digital Communication and Language","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Amateur; Social media; Wish; Exploratory research; Sociology; Media studies; Scholarship; Channel (broadcasting); Social science; World Wide Web; Political science; Computer science; Law; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002382933,0.0003216907,0.0002431663,0.0009441957,0.01265898,0.004639445,0.0006470685,0.001075854,0.004792185],"category_scores_gemma":[0.008787786,0.0002224832,0.0001791014,0.0006519762,0.008468382,0.00553716,0.004374982,0.002583611,0.000752839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002790336,"about_ca_system_score_gemma":0.001681306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02557673,"about_ca_topic_score_gemma":0.05432805,"domain_scores_codex":[0.9974591,0.00168299,0.00004066358,0.0001694225,0.0003898069,0.0002580578],"domain_scores_gemma":[0.9968199,0.001484026,0.0003048794,0.0001388341,0.0004390962,0.0008132426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000435767,0.00002272723,0.00628612,0.00006524753,0.000006075173,0.001159066,0.9378261,0.00002730226,0.001001619,0.0157593,0.01854165,0.01926117],"study_design_scores_gemma":[0.000001998496,0.00002779058,0.0036557,0.0001148014,0.000003894924,0.0005293939,0.8991467,0.000164478,0.0002750242,0.001275595,0.09477968,0.00002490105],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8502185,0.001330603,0.003715342,0.0345751,0.0008753094,0.00008243295,0.0001293463,0.00008890155,0.1089845],"genre_scores_gemma":[0.9658404,0.0007930414,0.001342404,0.00287638,0.0001222415,0.00005646778,0.00005975516,0.0001045363,0.0288048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02557673,"threshold_uncertainty_score":0.0508557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1631493770653972,"score_gpt":0.4070068778439994,"score_spread":0.2438575007786022,"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."}}