{"id":"W3108774331","doi":"10.5195/jcycw.2012.45","title":"Workforce Crisis and Opportunity","year":2020,"lang":"en","type":"article","venue":"Journal of Child and Youth Care Work","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Workforce; Credentialing; Field (mathematics); Workforce development; Engineering ethics; Professional association; Political science; Public relations; Medicine; Medical education; Engineering; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.00005704798,0.00005190504,0.00009915578,0.000007099794,0.0001519227,0.00004038413,0.00005666093,0.0000219709,0.00004265314],"category_scores_gemma":[0.00007433824,0.0000194759,0.00003019923,0.0002087195,0.00003030368,0.00007619322,0.0000355867,0.00009839152,0.000001003496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005206386,"about_ca_system_score_gemma":0.000006412297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005590258,"about_ca_topic_score_gemma":0.000002450714,"domain_scores_codex":[0.9996296,0.0000136989,0.0001321253,0.00006245296,0.0001017686,0.00006032631],"domain_scores_gemma":[0.9995964,0.00002986241,0.0001006975,0.00001007297,0.0001514261,0.0001115601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003865311,0.0001898311,0.3811181,0.00005229418,0.0002832428,0.00002172132,0.1054931,0.00002043979,0.0003390808,0.006775653,0.1045626,0.4007574],"study_design_scores_gemma":[0.0002571809,0.0003734186,0.6620488,0.0001471006,0.00008823533,0.00002438106,0.1978565,4.331093e-7,0.00005018092,0.0003152888,0.1386312,0.0002072953],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548799,0.002768759,9.944134e-7,0.03857556,0.0001187608,0.00002931589,0.00002007243,0.00000561232,0.003601023],"genre_scores_gemma":[0.9953359,0.0002762619,0.00005589709,0.003803342,0.0005077551,1.741526e-7,0.000006111741,3.063972e-7,0.00001426298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4005501,"threshold_uncertainty_score":0.1168482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04999554572794939,"score_gpt":0.2384572086966406,"score_spread":0.1884616629686912,"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."}}