{"id":"W6907528706","doi":"10.25316/ir-19904","title":"Understanding needs and knowledge of education assistants in British Columbia","year":2024,"lang":"en","type":"dissertation","venue":"VIUSpace (Vancouver Island University Library)","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Best practice; Needs assessment; Professional development; Order (exchange); Training (meteorology); Face (sociological concept); Knowledge level","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001488409,0.0001161183,0.0002624392,0.0004129325,0.0004652355,0.0002975179,0.0001851377,0.0002843077,0.0001999417],"category_scores_gemma":[0.00003690824,0.0001937508,0.00005208622,0.001429261,0.0001137045,0.0007555241,0.00008397629,0.0003061398,0.000002548532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005490056,"about_ca_system_score_gemma":0.0019321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07342301,"about_ca_topic_score_gemma":0.9984839,"domain_scores_codex":[0.998985,0.0002316594,0.000141085,0.0002687708,0.0001848174,0.0001886908],"domain_scores_gemma":[0.9995332,0.00009415576,0.0001305644,0.0000976187,0.00005640691,0.00008809639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000369333,0.0001052965,0.006947243,0.0002269161,0.00002524213,0.00001192577,0.06535501,6.112568e-7,0.00001157716,0.002585749,0.9225449,0.002148595],"study_design_scores_gemma":[0.0004417102,0.00005734037,0.009669048,0.001881453,0.00007866551,2.614329e-7,0.5976136,0.00002085399,0.000007016764,0.003482572,0.3863874,0.000360112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4045648,0.000754217,0.000009133312,0.000104752,0.001385027,0.0001978744,0.00005308167,0.00006006923,0.5928711],"genre_scores_gemma":[0.6026196,0.000988208,0.00003398597,0.00000638327,0.00005978312,4.798993e-7,0.00004441888,0.0000151675,0.396232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9250609,"threshold_uncertainty_score":0.9327471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665980254647269,"score_gpt":0.2501665407179883,"score_spread":0.2335067381715156,"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."}}