{"id":"W2027798070","doi":"10.1108/h-11-2013-0072","title":"Action Research for community business development","year":2014,"lang":"en","type":"article","venue":"Humanomics","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Originality; Action (physics); Value (mathematics); Action research; Sociology; Social change; Management; Public relations; Marketing; Social science; Economics; Economic growth; Political science; Computer science; Business; Qualitative research","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"],"consensus_categories":[],"category_scores_codex":[0.003780597,0.00009652735,0.0002316772,0.0002384356,0.001428174,0.0001359023,0.0003683615,0.00009293045,0.00009354799],"category_scores_gemma":[0.0004793367,0.0001242838,0.00004528149,0.0002174239,0.00007115043,0.0001628037,0.0001456408,0.0003591982,0.0003236569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003044094,"about_ca_system_score_gemma":0.00005503364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003670915,"about_ca_topic_score_gemma":0.0007589905,"domain_scores_codex":[0.9990792,0.00009821529,0.0003511794,0.0001295492,0.00003537419,0.0003065076],"domain_scores_gemma":[0.9990185,0.0003272234,0.0001169582,0.0003436431,0.0001358541,0.00005780493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001205955,0.0007241427,0.04546358,0.0003058276,0.0001627294,2.658374e-7,0.03039838,0.00006341442,0.0001793802,0.822728,0.02144018,0.07841346],"study_design_scores_gemma":[0.0005647728,0.00004214863,0.2515306,0.00001395412,0.000001654617,4.320975e-7,0.0006554028,0.0002871584,0.0001518566,0.09227375,0.6542319,0.0002463669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543369,0.00006008717,0.008708535,0.0003392966,0.0003516849,0.0002492346,0.00001038149,0.00004702445,0.03589689],"genre_scores_gemma":[0.9943138,0.000041473,0.002941697,0.0001309394,0.0001421647,0.00004687858,0.00007563012,0.00002448572,0.00228293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7304543,"threshold_uncertainty_score":0.9998719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5437458577886511,"score_gpt":0.3974242329691948,"score_spread":0.1463216248194563,"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."}}