{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01377857,0.0006245075,0.0005078362,0.003145895,0.002178398,0.01042518,0.001662734,0.001959933,0.01446291],"category_scores_gemma":[0.0191985,0.000494868,0.0006750662,0.004510202,0.006557399,0.01015403,0.005045895,0.003162738,0.003810153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003826646,"about_ca_system_score_gemma":0.004189628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002717939,"about_ca_topic_score_gemma":0.003467509,"domain_scores_codex":[0.9881719,0.006970602,0.0004280669,0.001108517,0.002858223,0.0004626023],"domain_scores_gemma":[0.9713601,0.02244572,0.000897299,0.003130431,0.001646498,0.0005199442],"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":[0.0000309077,0.00005888701,0.001379814,0.001339112,0.00003709016,0.0001283067,0.01447162,0.0009506493,0.0009493338,0.769608,0.03645768,0.1745886],"study_design_scores_gemma":[0.0000115291,0.00002896219,0.0009591032,0.001359323,0.00001465318,0.0002015087,0.004686316,0.0009663592,0.001135677,0.1321041,0.8585037,0.00002861224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01458028,0.01340707,0.1733271,0.03096896,0.001748464,0.001037164,0.001581929,0.0007933541,0.7625558],"genre_scores_gemma":[0.4698532,0.0290142,0.1939519,0.02327453,0.001608775,0.003247769,0.004229017,0.001846585,0.2729741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01446291,"threshold_uncertainty_score":0.07286888,"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."}}