{"id":"W3110753183","doi":"10.5876/9781646420278.c006","title":"Identifying Energy Discourses across Scales in Canada with Q Methodology and Survey Research","year":2020,"lang":"en","type":"book-chapter","venue":"University Press of Colorado eBooks","topic":"Q Methodology Applications","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Survey research; Regional science; Geography; Political science; Sociology; Socioeconomics","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":[0.006321556,0.000239352,0.0008736126,0.0004114379,0.000273187,0.00005466188,0.001514647,0.0003050631,0.00002352187],"category_scores_gemma":[0.001207208,0.0002227956,0.00005627476,0.0001437259,0.001734735,0.000109118,0.001213619,0.0006807332,0.000001813724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002624724,"about_ca_system_score_gemma":0.001465675,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6911076,"about_ca_topic_score_gemma":0.9882805,"domain_scores_codex":[0.9940994,0.002980856,0.0004733473,0.0009001532,0.001175252,0.0003709905],"domain_scores_gemma":[0.9799364,0.01795846,0.0004677679,0.0007229679,0.0007240326,0.0001903909],"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":[0.001420317,0.00001791771,0.01307177,0.0000517511,0.0002120834,0.0003936534,0.001252269,0.00009368826,0.0001553047,0.9644548,0.004437467,0.01443899],"study_design_scores_gemma":[0.003269809,0.0006047512,0.1680847,0.0004703061,0.0002251108,0.00008200673,0.01772895,0.0003062611,0.003134717,0.3016064,0.5025321,0.001954855],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08576922,0.001176073,0.03654011,0.001776709,0.0004485481,0.001671944,0.002913593,0.00006996335,0.8696339],"genre_scores_gemma":[0.6962724,0.0001852487,0.0125116,0.00008049818,0.00004694288,0.000005727779,0.00003803087,0.00005830929,0.2908013],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6628484,"threshold_uncertainty_score":0.9085343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5605272458399578,"score_gpt":0.4599339554514398,"score_spread":0.100593290388518,"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."}}