{"id":"W7070364221","doi":"","title":"Pedagogy as gift : contextual views from Scotland and Canada","year":2023,"lang":"en","type":"article","venue":"Strathprints: The University of Strathclyde institutional repository (University of Strathclyde)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Reciprocity (cultural anthropology); Obligation; Context (archaeology); Situated; Presentation (obstetrics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00475552,0.0007282992,0.001341353,0.004879984,0.05997445,0.01912284,0.003408751,0.00390237,0.008444773],"category_scores_gemma":[0.007433159,0.0006699836,0.0007808785,0.01294089,0.02078124,0.005142159,0.01252193,0.006150514,0.0004289504],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2298629,"about_ca_system_score_gemma":0.2193721,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937029,"about_ca_topic_score_gemma":0.9969677,"domain_scores_codex":[0.9911416,0.001505121,0.0002193291,0.0004375718,0.001808238,0.004888165],"domain_scores_gemma":[0.9929988,0.001851451,0.0003645712,0.0001259058,0.001947198,0.002712032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001713347,0.0001305575,0.01131592,0.0006583401,0.00003872088,0.005563126,0.8161378,0.0003197232,0.0008362799,0.1104461,0.02813949,0.02624268],"study_design_scores_gemma":[0.00001329764,0.00003524354,0.01060379,0.0004730011,0.00002568795,0.0003198055,0.7882658,0.00009420846,0.0001433997,0.002220099,0.1977169,0.0000887985],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6681803,0.02619765,0.0006980124,0.1185944,0.001369553,0.0001925033,0.0009109072,0.00008206569,0.1837745],"genre_scores_gemma":[0.9623667,0.009322246,0.0004164076,0.008924018,0.0001456224,0.00006184514,0.0001945623,0.00007885634,0.01848974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2298629,"threshold_uncertainty_score":0.8932499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009246262011742444,"score_gpt":0.2158128434804576,"score_spread":0.2065665814687151,"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."}}