{"id":"W775212490","doi":"10.36510/learnland.v5i2.563","title":"Informal Learning and Volunteering: The Case of an Unemployed Certified Teacher in Ontario","year":2012,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Certification; Pedagogy; Teacher education; Professional learning community; Informal learning; Psychology; Medical education; Professional development; Sociology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001423357,0.00006301853,0.00009534453,0.00004669742,0.0006612234,0.00006432464,0.00007041668,0.00007562176,0.0008602321],"category_scores_gemma":[0.0007774296,0.0000505957,0.0000204435,0.0002208377,0.00006728567,0.0004262433,0.00002444665,0.0005339596,0.00001247429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003804292,"about_ca_system_score_gemma":0.0001006722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1253218,"about_ca_topic_score_gemma":0.3910105,"domain_scores_codex":[0.9989768,0.0004659037,0.0001375738,0.00007491715,0.0001062658,0.0002385924],"domain_scores_gemma":[0.9993489,0.0003771215,0.0001069123,0.00005205369,0.00003027411,0.00008471128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001972151,0.00003146687,0.7526821,0.000002767342,0.000006987912,0.000003177813,0.2390256,0.0000860076,0.00001073894,0.001237943,0.0000501588,0.006843273],"study_design_scores_gemma":[0.0002164626,0.00003749669,0.2914786,0.00000733606,0.00001631482,0.00002146929,0.1648895,0.0001802982,0.000009792372,0.00002628877,0.5430088,0.0001076929],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647843,0.000104937,0.000005471962,0.0009858842,0.0001361019,0.00007521771,6.16273e-8,0.00003444693,0.03387353],"genre_scores_gemma":[0.9883996,0.00001023083,0.00007474416,0.00004000415,0.0001266726,0.000006539496,0.000002388989,0.000006835994,0.01133304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5429586,"threshold_uncertainty_score":0.9418939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02905976334898445,"score_gpt":0.3211133971204723,"score_spread":0.2920536337714878,"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."}}