{"id":"W4240354322","doi":"10.32920/14636535","title":"Poised to advocate: the pedagogy of the lightning talk in child and youth care education","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Youth Development and Social Support","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Yorkville University; University of Toronto","funders":"","keywords":"Praxis; Pedagogy; Metropolitan area; Psychology; Child care; Medical education; Political science; Nursing; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009392218,0.0004715089,0.0003368454,0.001254849,0.006038778,0.005106173,0.001533383,0.001512649,0.002606],"category_scores_gemma":[0.01170965,0.0002342158,0.0002959461,0.0007886206,0.009348345,0.004066523,0.008634046,0.003431133,0.0003647432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00469656,"about_ca_system_score_gemma":0.01116118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00908766,"about_ca_topic_score_gemma":0.02662311,"domain_scores_codex":[0.9950653,0.003758588,0.00007309256,0.0002014981,0.0004226516,0.0004789303],"domain_scores_gemma":[0.9944088,0.004232496,0.0002472925,0.0002079237,0.0001817398,0.0007218161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005205586,0.0005223232,0.003888704,0.000598962,0.000009790658,0.0008864849,0.8303874,0.0001878213,0.001697864,0.02835263,0.006141588,0.1272744],"study_design_scores_gemma":[0.00006873738,0.0002758814,0.008567315,0.001653405,0.00002965623,0.0006356019,0.8089371,0.0003674465,0.001414987,0.01566274,0.1623476,0.00003954139],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.800834,0.004303238,0.02666223,0.02536071,0.001124522,0.001071987,0.00008040319,0.0003338406,0.1402291],"genre_scores_gemma":[0.9707626,0.002845851,0.01403754,0.001751282,0.0001490981,0.000705449,0.00003501684,0.00005905348,0.009654205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009392218,"threshold_uncertainty_score":0.04967141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821051724434217,"score_gpt":0.3240745833443244,"score_spread":0.3058640660999822,"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."}}