{"id":"W2993310836","doi":"","title":"The speakership: a New Zealand perspective","year":2011,"lang":"en","type":"article","venue":"Canadian parliamentary review","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005512678,0.00007004788,0.0001163963,0.00002598346,0.0004425305,0.0000264703,0.0002568165,0.00003395224,0.004897472],"category_scores_gemma":[0.000449644,0.00005291108,0.00005529186,0.000152566,0.0001410863,0.0000405389,0.000008930361,0.00008660564,0.0004386909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301068,"about_ca_system_score_gemma":0.001591452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.913525,"about_ca_topic_score_gemma":0.9565145,"domain_scores_codex":[0.9990962,0.0001816752,0.0001398979,0.0001429088,0.0001092831,0.0003301033],"domain_scores_gemma":[0.9990762,0.00005313471,0.00005487368,0.0001767445,0.00007222994,0.0005667697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002857392,0.00000579579,0.002185221,0.00001139863,0.00003526723,0.00003282467,0.01351612,5.835364e-9,1.313772e-7,0.1976288,0.774126,0.01245558],"study_design_scores_gemma":[0.00007022137,0.00001226211,0.00100314,0.00009303146,0.00003523634,0.000003020559,0.00365313,1.073817e-7,4.063948e-7,0.005730859,0.9893264,0.00007222369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0002113993,0.09975278,0.00001679942,0.1188093,0.001884177,0.00111318,0.00002227306,0.00005270782,0.7781374],"genre_scores_gemma":[0.1774501,0.356934,0.001966202,0.2397023,0.004735915,0.0001628899,0.0000574763,0.00008325044,0.2189078],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5592296,"threshold_uncertainty_score":0.9960122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06835290533818554,"score_gpt":0.3140747392612127,"score_spread":0.2457218339230272,"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."}}