{"id":"W7139232386","doi":"","title":"The Digital Transformation of Marketer Identities in Figured Worlds","year":2022,"lang":"en","type":"other","venue":"Durham e-Theses (Durham University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Construct (python library); Popularity; Digital transformation; Reading (process); Social identity theory; Process (computing); Relation (database)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003862715,0.000567286,0.0006632265,0.003705459,0.0002711173,0.0001845256,0.001417093,0.0003094657,0.01137881],"category_scores_gemma":[0.0001024906,0.0005447236,0.000435651,0.002511729,0.0005478559,0.0007151027,0.0003259803,0.0006149564,0.0005232176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007154266,"about_ca_system_score_gemma":0.0001773075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002540628,"about_ca_topic_score_gemma":0.001907177,"domain_scores_codex":[0.9970526,0.0003782937,0.0005084669,0.000527548,0.0008913171,0.0006418119],"domain_scores_gemma":[0.9979956,0.0003512989,0.0006284068,0.0008452529,0.00006813389,0.0001112994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002907993,0.001002855,0.006529501,0.001155463,0.001899728,0.0009590107,0.007243494,0.0001723104,0.0002637046,0.05762226,0.9067722,0.0134715],"study_design_scores_gemma":[0.001176495,0.00007315296,0.001051281,0.0002264721,0.000107912,0.00001298209,0.004682249,0.00002652847,0.00003462541,0.0001669717,0.9918761,0.000565189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003698065,0.000489105,0.00001907987,0.00008653168,0.000341487,0.0008764176,0.002010517,0.0003508831,0.9921279],"genre_scores_gemma":[0.07933518,0.0006127288,0.00001898211,0.00001748575,0.00007943273,0.000008794118,0.0004543871,0.0005917675,0.9188812],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08510396,"threshold_uncertainty_score":0.9997004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008071383758101564,"score_gpt":0.1893685839266667,"score_spread":0.1812972001685652,"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."}}