{"id":"W2174600938","doi":"","title":"Using the self as resource in media production research","year":2015,"lang":"en","type":"article","venue":"ORCA Online Research @Cardiff (Cardiff University)","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reflexivity; Transparency (behavior); Sociology; Public relations; Media studies; Hacker; Ethnography; Negotiation; Social media; Filter (signal processing); Public sphere; Phone; Political science; Social science; Law; Computer science; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06219397,0.001314264,0.001417199,0.008932804,0.01296749,0.01994761,0.003609266,0.003969181,0.006127147],"category_scores_gemma":[0.0517474,0.00123414,0.0008700167,0.008381639,0.07329355,0.03059629,0.01820219,0.005741304,0.001104311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007644955,"about_ca_system_score_gemma":0.009027772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004507117,"about_ca_topic_score_gemma":0.005608449,"domain_scores_codex":[0.9245911,0.06600728,0.001522917,0.002766703,0.003642035,0.00147003],"domain_scores_gemma":[0.8743356,0.1090841,0.003251552,0.007770573,0.003886925,0.001671329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002581605,0.00004572643,0.001581403,0.0005877335,0.00001434423,0.0003492097,0.6689984,0.0001760316,0.0002955849,0.3086623,0.001732428,0.01753102],"study_design_scores_gemma":[0.00003916201,0.0001077988,0.001366163,0.002723445,0.00002800454,0.0005643689,0.612606,0.0005866226,0.0009537942,0.1918386,0.1891233,0.00006277503],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2323698,0.02666454,0.3239181,0.0613926,0.002813698,0.003526154,0.0007243396,0.0003543319,0.3482364],"genre_scores_gemma":[0.8859765,0.009104162,0.08096494,0.004352046,0.0005163201,0.004817724,0.0002181074,0.0003726878,0.01367741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06219397,"threshold_uncertainty_score":0.3289171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4270398678482556,"score_gpt":0.4727228903770591,"score_spread":0.04568302252880352,"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."}}