{"id":"W3165541898","doi":"10.3167/cont.2021.0902of","title":"A Penchant for Protest?","year":2021,"lang":"en","type":"article","venue":"Contention","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Politics; Odds; Identity (music); General Social Survey; Social psychology; Political activism; Sociology; Exploratory research; Survey data collection; Gender studies; Political science; Logistic regression; Psychology; Social science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001109642,0.00002309375,0.00003969555,0.000004269179,0.0002775024,0.00003910304,0.00003275698,0.00003409288,0.00007270721],"category_scores_gemma":[0.0002575447,0.00002106006,0.00005811686,0.00007081432,0.00003064852,0.00007373844,0.000006266095,0.00001890436,0.00001462146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002818835,"about_ca_system_score_gemma":0.00005156705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000128718,"about_ca_topic_score_gemma":0.001973355,"domain_scores_codex":[0.9996807,0.00003013655,0.0000490794,0.00007060335,0.00007539202,0.00009407284],"domain_scores_gemma":[0.9997097,0.00001673987,0.00002159191,0.00002773506,0.0001979013,0.00002634647],"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":[0.00002181854,0.00007583553,0.001444803,0.00002192862,0.00001984763,0.000004383769,0.008625459,4.717308e-7,0.01487678,0.880488,0.003448325,0.09097234],"study_design_scores_gemma":[0.001031951,0.00007485275,0.02260337,0.00007970326,0.00005051056,0.000001811747,0.0532348,0.0004359471,0.001049631,0.1383566,0.782773,0.0003078366],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8567057,0.001012103,0.02086758,0.02057472,0.003737548,0.002147916,0.00002950414,0.0003115439,0.09461334],"genre_scores_gemma":[0.9492051,0.0000381318,0.0004117314,0.0001688593,0.0002925487,0.00009051747,0.00002473882,0.000002838208,0.04976556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7793247,"threshold_uncertainty_score":0.2134352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07683145943857587,"score_gpt":0.374114204980445,"score_spread":0.2972827455418691,"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."}}