{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002292522,0.0002384072,0.0003414896,0.00009388087,0.0007075291,0.00002139112,0.0006952709,0.0002015898,0.00008200509],"category_scores_gemma":[0.00003758988,0.0002683954,0.0001922599,0.0002187613,0.001348261,0.00005111945,0.0003305958,0.0002328332,0.00001010517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007876166,"about_ca_system_score_gemma":0.001583343,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3214105,"about_ca_topic_score_gemma":0.359868,"domain_scores_codex":[0.9984041,0.0001297174,0.0002373891,0.0005425891,0.0004238318,0.0002623828],"domain_scores_gemma":[0.9986804,0.00006430394,0.0002866565,0.0005364888,0.0002718711,0.0001603387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008843878,0.0002848846,0.01586321,0.0001309623,0.001179533,0.001281819,0.0016109,0.0006040225,0.9549025,0.007767874,0.01238024,0.003109694],"study_design_scores_gemma":[0.006479835,0.001819247,0.4148928,0.0004912243,0.001460248,0.0005353244,0.1164367,0.001127844,0.2619359,0.002233895,0.1900626,0.002524425],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841859,0.000307171,0.0008005112,0.0002421794,0.00006163382,0.0002295772,0.0001413771,0.00003686751,0.01399482],"genre_scores_gemma":[0.9957634,0.0006985209,0.0004287167,0.00002873702,0.00006356993,1.458601e-7,0.0001572031,0.000009596554,0.00285013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6929665,"threshold_uncertainty_score":0.9999768,"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."}}