{"id":"W3144241859","doi":"10.29173/iasl7813","title":"Building Healthy and Sustainable Communities for Youth","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Positive Youth Development; Accountability; Public relations; Social justice; Sustainable development; Economic Justice; Reading (process); Sociology; Political science; Social science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006632881,0.00008737483,0.000122581,0.0000486342,0.001290685,0.000759086,0.0002000633,0.00007262086,0.00004357852],"category_scores_gemma":[0.0002644133,0.00008848061,0.00002685193,0.0002568929,0.0003086532,0.002177427,0.00009234167,0.00009974302,0.000001608908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002706461,"about_ca_system_score_gemma":0.0007649848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005929,"about_ca_topic_score_gemma":0.0002091271,"domain_scores_codex":[0.9989821,0.00002461171,0.0001422557,0.0001819478,0.0002054092,0.0004637067],"domain_scores_gemma":[0.9987987,0.00007489005,0.00006832719,0.00004745977,0.000857164,0.0001534459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001976236,0.00002150955,0.004772606,0.00006464306,0.000003210932,0.000001230857,0.5116218,8.683335e-8,0.00004806569,0.4814557,0.0006706001,0.001320789],"study_design_scores_gemma":[0.0001572535,0.0001285319,0.0006432706,0.00003724939,0.000006068898,0.000001900237,0.9428829,0.00005017967,0.0004143312,0.02842949,0.02712145,0.000127378],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816139,0.000101124,0.0005254507,0.008033671,0.00006982109,0.0002445938,0.00002378257,0.00007982487,0.009307878],"genre_scores_gemma":[0.9932079,0.00007372301,0.001911118,0.0008015243,0.0001491717,0.00002186779,0.000009835314,0.000005555868,0.003819357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4530262,"threshold_uncertainty_score":0.9927036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0593350615769813,"score_gpt":0.3298855939023158,"score_spread":0.2705505323253345,"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."}}