{"id":"W4402599511","doi":"10.4324/9781003333326-18","title":"Data-driven campaigning","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Focus Groups and Qualitative Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001965343,0.0001822337,0.0002707152,0.0000940813,0.0002431603,0.0001430896,0.0006225377,0.0002549529,0.00700482],"category_scores_gemma":[0.0001310407,0.0001509266,0.00009682166,0.00003945356,0.0003597112,0.0001340824,0.0003089131,0.0003723106,0.002139418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008420936,"about_ca_system_score_gemma":0.0001771829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006728225,"about_ca_topic_score_gemma":0.003243963,"domain_scores_codex":[0.9985312,0.000105748,0.0002247382,0.0004810172,0.0004290821,0.0002282145],"domain_scores_gemma":[0.9988345,0.000445816,0.00007507254,0.0004666434,0.00006508316,0.0001128939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[8.635589e-7,0.00000159221,5.938371e-7,0.00001818256,0.00004860454,0.00001424715,0.003956492,2.187855e-7,0.00000137413,0.9431688,0.04378392,0.009005181],"study_design_scores_gemma":[0.00001668676,0.00001067839,2.718565e-7,0.00007273649,0.000041159,2.305775e-7,0.001148497,0.00002123055,7.00527e-7,0.2424881,0.7560292,0.0001705605],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.396989e-7,0.001312189,0.001748344,0.001054509,0.0008978925,0.0001584447,0.0002340057,0.0002026213,0.9943911],"genre_scores_gemma":[0.00006838765,0.0002568811,0.01387349,0.0001885451,0.001080745,0.000002625432,0.00009841162,0.00004301413,0.9843879],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7122453,"threshold_uncertainty_score":0.9986376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2665294514032562,"score_gpt":0.4649254644424504,"score_spread":0.1983960130391942,"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."}}