{"id":"W4407704316","doi":"10.1017/9781009408721.013","title":"In the Voices of Participants","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Tourism, Volunteerism, and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Psychology; History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005085909,0.0008740791,0.0004833383,0.000727147,0.01697916,0.01297315,0.001925547,0.005400007,0.02342179],"category_scores_gemma":[0.01061924,0.0003127765,0.0004639401,0.0009762978,0.01254806,0.01222941,0.01171425,0.007953446,0.005287959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004702194,"about_ca_system_score_gemma":0.003920683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004548194,"about_ca_topic_score_gemma":0.008149982,"domain_scores_codex":[0.9937778,0.003923622,0.0000868873,0.0003780695,0.0008256769,0.001008048],"domain_scores_gemma":[0.9970151,0.001286599,0.0001458344,0.0001765525,0.0005538462,0.0008221029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004139743,0.00003644197,0.0003048483,0.0001432846,0.000004096205,0.0009331472,0.5250243,0.00002501001,0.0004265895,0.2673286,0.1880743,0.01765796],"study_design_scores_gemma":[0.000003501437,0.000007088291,0.00007882108,0.0001718269,0.00000145825,0.0002314355,0.1490486,0.00002058398,0.0000801917,0.006494203,0.8438554,0.000006860818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03980479,0.01228967,0.003839361,0.1545173,0.02237112,0.0001694252,0.0001660174,0.0001756451,0.7666667],"genre_scores_gemma":[0.2174879,0.004222654,0.001428812,0.02835424,0.002278015,0.0003647879,0.0001021957,0.0003446192,0.7454168],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9765782,"threshold_uncertainty_score":0.0783537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03534629667090308,"score_gpt":0.2589710303389206,"score_spread":0.2236247336680175,"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."}}