{"id":"W4411942249","doi":"10.59236/td2017vol10iss3823","title":"Engaging Communities","year":2017,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Political science; Environmental planning; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001714525,0.0001147678,0.0001418864,0.00008907018,0.01748061,0.001482092,0.000186274,0.00002056351,0.0003116281],"category_scores_gemma":[0.0001423378,0.00009116549,0.00005004193,0.000002738489,0.0003120319,0.0009015074,0.00002477562,0.001854841,0.00003462904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002140351,"about_ca_system_score_gemma":0.00003288647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002331222,"about_ca_topic_score_gemma":0.0001309538,"domain_scores_codex":[0.9989414,0.0004914327,0.0002034941,0.00005262403,0.0001236064,0.0001874947],"domain_scores_gemma":[0.9994258,0.000166516,0.0001672816,0.00009131102,0.00006172508,0.00008740622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009381655,0.00001972262,0.001609753,0.00001202589,0.00003423561,0.000001408575,0.8794768,0.000008069478,0.000002979783,0.03064879,0.0006398494,0.08753692],"study_design_scores_gemma":[0.0004728688,0.00008085941,0.005299027,0.0001402286,0.00001834827,0.00005092598,0.3527635,0.0002340353,0.000008683974,0.002376101,0.6383486,0.0002067631],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6146325,0.0001813685,0.001881401,0.003404355,0.0008376632,0.0000665212,0.00000324294,0.00008376859,0.3789092],"genre_scores_gemma":[0.9944552,0.0001290477,0.0004459374,0.0002653603,0.0004449495,0.000002946225,0.00001092936,0.00001050655,0.004235082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6377088,"threshold_uncertainty_score":0.9995545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06197473574031715,"score_gpt":0.2869242122659742,"score_spread":0.2249494765256571,"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."}}