{"id":"W4396858527","doi":"10.15173/ijsap.v8i1.5702","title":"Voices from the field","year":2024,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Tourism, Volunteerism, and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Waterloo","funders":"","keywords":"Field (mathematics); Political science; Sociology; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006750717,0.00008658872,0.00007797515,0.00005943135,0.0004686253,0.001281173,0.001015489,0.00005309314,0.0006174091],"category_scores_gemma":[0.0003617099,0.0000589527,0.0001740027,0.00007454955,0.00005813812,0.000252343,0.00008139371,0.0001883445,0.0001644841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562396,"about_ca_system_score_gemma":0.0002468929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001940908,"about_ca_topic_score_gemma":0.0009418157,"domain_scores_codex":[0.9982429,0.00005697135,0.000224537,0.0001500506,0.001121976,0.0002036092],"domain_scores_gemma":[0.998807,0.0008001775,0.00006371278,0.00006099935,0.0001685489,0.00009953946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008538732,0.00006539771,0.01258828,0.000001842945,0.0009096082,0.0001289535,0.05629455,0.00001420626,0.00001240645,0.01230913,0.8915942,0.02599601],"study_design_scores_gemma":[0.0002122765,0.00002971097,0.004310461,0.00006135444,0.00002373328,0.000006195962,0.009265794,0.0000199821,0.0000285439,0.009339961,0.9766145,0.00008752316],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7682858,0.004596599,0.003723424,0.1402684,0.04704731,0.000538994,0.00006473289,0.0001853983,0.03528938],"genre_scores_gemma":[0.9745373,0.001035741,0.0002152576,0.004186739,0.004195299,0.00002677774,0.00000845703,0.00001268675,0.01578176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2062515,"threshold_uncertainty_score":0.9997556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03367173896083719,"score_gpt":0.5109671138331577,"score_spread":0.4772953748723205,"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."}}