{"id":"W4240375795","doi":"10.15353/cjds.v5i4.318","title":"Understanding Community","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Disability Studies","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; University of Ottawa","funders":"","keywords":"Focus group; Qualitative research; Focus (optics); Sociology; Inclusion (mineral); Public relations; Engineering ethics; Psychology; Social science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001499864,0.00008111607,0.0003345839,0.0001057311,0.0005277223,0.0000346298,0.0002590874,0.00003780278,0.000172712],"category_scores_gemma":[0.001899147,0.00006414956,0.0001137081,0.000130588,0.0005868307,0.0002442889,0.0000305205,0.0001950809,0.00002948423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002120644,"about_ca_system_score_gemma":0.0001270234,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004943911,"about_ca_topic_score_gemma":0.1130394,"domain_scores_codex":[0.9991708,0.00008152112,0.0004570142,0.00005251785,0.00002442271,0.0002136648],"domain_scores_gemma":[0.9988831,0.0004049422,0.0002243052,0.0001940234,0.00006820206,0.000225415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004852579,0.00002538777,0.9229901,0.0000149641,0.0001891324,0.000002497229,0.01050617,4.572201e-7,0.000002013619,0.06121536,0.003940798,0.001108254],"study_design_scores_gemma":[0.000490346,0.0001024177,0.4190602,0.00008664162,0.000008935028,0.000006120767,0.02455348,4.199588e-7,0.000009052002,0.5446848,0.01081366,0.0001840011],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757171,0.001886593,0.0004752136,0.01114726,0.0005917128,0.00005463484,0.00005297454,0.000005511126,0.01006901],"genre_scores_gemma":[0.9994541,0.0001636396,0.00005931317,0.0001086127,0.00005586806,6.38528e-7,2.845211e-7,0.000006161723,0.0001513466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.50393,"threshold_uncertainty_score":0.9031453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5260389275829517,"score_gpt":0.3172714114273115,"score_spread":0.2087675161556402,"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."}}