{"id":"W6930390198","doi":"10.5281/zenodo.12738462","title":"Analysis of the Perception of Teaching Methods at Laval University by Senegalese Students","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Qualitative research; Qualitative analysis; Nonprobability sampling; Teaching method; Research method","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":[0.00206431,0.0004268139,0.0004715484,0.001585859,0.002584045,0.003992273,0.0006130908,0.0008242701,0.002314289],"category_scores_gemma":[0.005205122,0.0002463585,0.0002640457,0.0009620489,0.002384732,0.001274001,0.002152337,0.0009146071,0.0003555064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00226561,"about_ca_system_score_gemma":0.001695456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01653489,"about_ca_topic_score_gemma":0.02436688,"domain_scores_codex":[0.9976906,0.001010195,0.00009973117,0.0001916917,0.0005480222,0.0004597949],"domain_scores_gemma":[0.99684,0.001127748,0.0006369351,0.0001352756,0.0006520446,0.0006080205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001657338,0.0003195388,0.247968,0.0002361267,0.00005006195,0.001738046,0.6959462,0.00007147951,0.007712021,0.001058421,0.0007792323,0.04395518],"study_design_scores_gemma":[0.000006987202,0.0002058124,0.2042737,0.0001477842,0.00001795885,0.0006643719,0.7820876,0.000134538,0.001304637,0.0001533597,0.0109639,0.00003938122],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998762,0.000198156,0.00006041124,0.0001177544,0.000002998233,0.000006745916,0.000008008689,0.000001769231,0.0008421454],"genre_scores_gemma":[0.998794,0.0002355556,0.00006811701,0.0000546388,0.000002084637,0.00001331231,0.00001145939,0.000002961632,0.0008178514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01653489,"threshold_uncertainty_score":0.03287733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05931379277151777,"score_gpt":0.3537302730461213,"score_spread":0.2944164802746035,"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."}}