{"id":"W4308301884","doi":"10.29173/cjnser530","title":"Balancing Consistency and Flexibility: Challenges and Opportunities in Conducting a Cross-Country Longitudinal Study with Youth Participants in Work-Integration Social Enterprises","year":2022,"lang":"en","type":"article","venue":"Canadian journal of nonprofit and social economy research","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Simon Fraser University","funders":"Employment and Social Development Canada","keywords":"Consistency (knowledge bases); Flexibility (engineering); Longitudinal study; Psychological intervention; Work (physics); Longitudinal data; Psychology; Applied psychology; Public relations; Sociology; Engineering; Political science; Computer science; Management; Medicine; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004349827,0.0001100844,0.0004360499,0.000653329,0.001000446,0.000283284,0.0001280055,0.00005865399,0.00004947323],"category_scores_gemma":[0.0001139414,0.0001256508,0.00002559931,0.0001844465,0.0003789028,0.0004066885,0.0000799739,0.0007030606,3.192766e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004407365,"about_ca_system_score_gemma":0.0006470135,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01060816,"about_ca_topic_score_gemma":0.09952115,"domain_scores_codex":[0.9985481,0.0002211618,0.0005338141,0.0001957083,0.00006716775,0.0004340785],"domain_scores_gemma":[0.9993399,0.0001322063,0.0002008508,0.00005837365,0.00009359397,0.0001750539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008654442,0.00004015423,0.8660899,0.00002008476,0.00003876425,0.00006051634,0.1243123,0.000001160343,1.625015e-7,0.004141461,0.000006941451,0.005202041],"study_design_scores_gemma":[0.001024789,0.0002524341,0.7341867,0.00002713666,0.000005115702,0.000008115513,0.2603311,0.00001883757,3.691265e-7,0.003786888,0.0002184573,0.0001400757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920264,0.003617464,7.539151e-7,0.001246721,0.00005128166,0.0002285055,0.00002696225,0.000001983603,0.002799903],"genre_scores_gemma":[0.9995564,0.0002357962,0.000007671908,0.00004129371,0.00006658388,0.00001857828,0.000003876811,0.00001082912,0.00005897969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1360188,"threshold_uncertainty_score":0.9959803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5475080843003858,"score_gpt":0.3894756030408845,"score_spread":0.1580324812595013,"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."}}