{"id":"W2317982304","doi":"10.1177/0963662514545014","title":"Assessing the quality of a deliberative democracy mini-public event about advanced biofuel production and development in Canada","year":2014,"lang":"en","type":"article","venue":"Public Understanding of Science","topic":"Social Acceptance of Renewable Energy","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Simon Fraser University","funders":"","keywords":"Deliberative democracy; Quality (philosophy); Event (particle physics); Politics; Variety (cybernetics); Political science; Democracy; Public participation; Research council; Public relations; Computer science; Law; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01462698,0.0003194252,0.0005341374,0.001832288,0.01417587,0.005859836,0.001554104,0.001102829,0.003332837],"category_scores_gemma":[0.0345625,0.0003462477,0.0004106904,0.00281319,0.003239402,0.001615017,0.004922987,0.001877315,0.0002299342],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09822957,"about_ca_system_score_gemma":0.1270081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9747365,"about_ca_topic_score_gemma":0.9901441,"domain_scores_codex":[0.9876889,0.003420274,0.0004490359,0.0007585771,0.004983829,0.002699377],"domain_scores_gemma":[0.971294,0.007364166,0.002726024,0.0008930681,0.01205531,0.005667425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002770223,0.001469919,0.4313239,0.0009736439,0.000347208,0.001880602,0.2469522,0.01644702,0.004594031,0.02723551,0.02446645,0.2415393],"study_design_scores_gemma":[0.0000962547,0.0005207004,0.6714256,0.0003659205,0.00008652953,0.00007076067,0.23794,0.008328054,0.003730584,0.003706125,0.07342167,0.000307764],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610821,0.0001854951,0.001519945,0.002669111,0.00004995637,0.0004738508,0.0006094868,0.000059012,0.03335108],"genre_scores_gemma":[0.9943947,0.0001051743,0.001274727,0.0001640156,0.000007028616,0.0001228149,0.000233743,0.00001114876,0.003686733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9858241,"threshold_uncertainty_score":0.7127088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10341732006617,"score_gpt":0.3580291295032308,"score_spread":0.2546118094370609,"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."}}