{"id":"W4389194966","doi":"10.22215/etd/2023-15794","title":"A Process, Not Just an Event: MP Orientation and Representational Styles and Focus in Canada and the UK","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Orientation (vector space); Parliament; House of Commons; Politics; Administration (probate law); Biology and political orientation; Political science; Public administration; Public relations; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003402386,0.0003836147,0.0005078904,0.00295807,0.015835,0.01014674,0.001656986,0.001043072,0.008122139],"category_scores_gemma":[0.01281852,0.0003994961,0.0003412812,0.006362908,0.01016004,0.002792457,0.004791116,0.002378996,0.000652204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1148956,"about_ca_system_score_gemma":0.08203557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9882244,"about_ca_topic_score_gemma":0.9930533,"domain_scores_codex":[0.9911799,0.001496589,0.0002583927,0.0007451806,0.003403238,0.002916735],"domain_scores_gemma":[0.987915,0.001820006,0.001280995,0.0004328372,0.00479914,0.003751938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003737058,0.00007487091,0.1214503,0.0002300096,0.0000660547,0.0009101446,0.7637982,0.0003407042,0.0008463093,0.03423119,0.01746548,0.06021304],"study_design_scores_gemma":[0.00002918771,0.00005700634,0.2638853,0.0005486176,0.00003569666,0.0002002482,0.6149436,0.0003343041,0.0004816049,0.001916726,0.1173948,0.0001729727],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8855566,0.002473399,0.0008299749,0.007435162,0.0001961832,0.00008651283,0.0005900564,0.00004350578,0.1027886],"genre_scores_gemma":[0.9888611,0.0007042426,0.0001822052,0.0005240426,0.00001168423,0.00001992767,0.0001462342,0.00003492846,0.009515567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1148956,"threshold_uncertainty_score":0.8336297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03793415872217914,"score_gpt":0.3842866528814318,"score_spread":0.3463524941592527,"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."}}