{"id":"W4366259792","doi":"10.1080/13611267.2023.2202477","title":"Tutoring during the pandemic: mentoring tutors’ formative experiences using digital and digital multimodal texts","year":2023,"lang":"en","type":"article","venue":"Mentoring & Tutoring Partnership in Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Formative assessment; Perception; Psychology; Pandemic; Mathematics education; Medical education; Coronavirus disease 2019 (COVID-19); Face (sociological concept); Pedagogy; Medicine; Sociology","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004364919,0.0006482498,0.000600639,0.0007255293,0.001469511,0.001142042,0.0005485037,0.0002359565,0.00005646647],"category_scores_gemma":[0.001336903,0.0005716155,0.0001537209,0.001621187,0.0002957676,0.001530875,0.0005485313,0.002005799,0.00008471921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006744654,"about_ca_system_score_gemma":0.00005922495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001494006,"about_ca_topic_score_gemma":0.00000227946,"domain_scores_codex":[0.994542,0.000833666,0.0009341553,0.001056031,0.0007805729,0.00185357],"domain_scores_gemma":[0.9976121,0.001092819,0.0004613097,0.0005166348,0.00008175502,0.0002354197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008942756,0.0000453133,0.6093154,0.00006764422,0.00009677056,0.0000571759,0.3679771,0.003830274,0.00258335,0.0004506436,0.000007265513,0.01547959],"study_design_scores_gemma":[0.004336006,0.0005013865,0.5238717,0.001896629,0.00008716418,0.0002437037,0.3268421,0.01123683,0.002391329,0.0002416118,0.1252805,0.003071008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829128,0.0002295166,0.0004550546,0.00003497966,0.002316964,0.0003790536,0.00000278939,0.0009840801,0.0126848],"genre_scores_gemma":[0.9664302,0.00001175478,0.0002231409,0.000008640151,0.001057592,0.0002137142,0.00001087057,0.000120351,0.03192369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1252733,"threshold_uncertainty_score":0.9998949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07924853881535217,"score_gpt":0.3947686712353178,"score_spread":0.3155201324199657,"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."}}