{"id":"W6959245364","doi":"10.7939/82071","title":"Understanding and Analyzing Effective Ad Design and Impact in the 2023 Alberta Provincial Election","year":2025,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Agency (philosophy); Public policy","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":[],"consensus_categories":[],"category_scores_codex":[0.00007583758,0.00008148707,0.0001117279,0.00003131804,0.0002470445,0.00003574029,0.0001154224,0.0000389952,0.00003345497],"category_scores_gemma":[0.00002646054,0.00003075853,0.00003312597,0.0004555882,0.00007630323,0.0004100256,0.0001355353,0.00006825617,9.705896e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002848151,"about_ca_system_score_gemma":0.000004753631,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007458868,"about_ca_topic_score_gemma":0.01275575,"domain_scores_codex":[0.9995053,0.0001187112,0.00005509948,0.0001594208,0.00005139819,0.0001100967],"domain_scores_gemma":[0.9989721,0.0009398696,0.0000416616,0.00002276939,0.000005591408,0.00001803713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009735505,0.0002238498,0.9056587,0.0001189521,0.0004697737,0.00002103089,0.01038967,0.0001317028,0.006413482,0.0129554,0.03719661,0.02544734],"study_design_scores_gemma":[0.0002041475,0.0001958283,0.9915504,0.0000474392,0.00004323367,0.000001110559,0.005135063,0.0002473023,0.00005472581,0.001036446,0.001386168,0.00009810388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891781,0.0000960921,0.00005907645,0.004423179,0.00001337531,0.00037045,0.000001050177,0.000008667083,0.005849963],"genre_scores_gemma":[0.9976099,0.000150514,0.00003915092,0.00005595346,0.00000981108,4.395542e-7,0.000008413949,2.881537e-7,0.002125558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08589178,"threshold_uncertainty_score":0.9991506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738050440417615,"score_gpt":0.1914288842849937,"score_spread":0.1740483798808176,"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."}}