{"id":"W4407277846","doi":"10.3727/216901925x17364076067675","title":"Understanding Diver Motivation and Specialization for Improved Scuba Management","year":2025,"lang":"en","type":"article","venue":"Tourism in Marine Environments","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Scuba diving; Tourism; Business; Psychology; Marketing; Computer science; Geography; Biology; Zoology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005218972,0.000083306,0.00009790072,0.0002255955,0.0002894702,0.00007896701,0.0001538344,0.00006280593,0.0002105614],"category_scores_gemma":[0.00009874332,0.00009503288,0.00002316756,0.0001790454,0.0001340687,0.000224849,0.0002945139,0.0000697488,0.000006706932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005516409,"about_ca_system_score_gemma":0.00001433207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004959774,"about_ca_topic_score_gemma":0.0001533359,"domain_scores_codex":[0.999052,0.00006741329,0.0001424319,0.0002469804,0.0002255973,0.000265552],"domain_scores_gemma":[0.9996943,0.00009414911,0.00004402799,0.000116107,0.000005195141,0.0000461511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004072398,0.0008014961,0.3411717,0.0002315822,0.000305962,0.0001103244,0.003602024,0.000505729,0.0008342035,0.5024251,0.03432158,0.1152831],"study_design_scores_gemma":[0.004914027,0.00008527701,0.5701988,0.00009319611,0.00007419501,1.160185e-7,0.007996273,0.001851851,0.0002698631,0.302543,0.1115076,0.0004658643],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2293738,0.00005773606,0.09027773,0.01248132,0.001073434,0.005476259,0.0000149183,0.0001099674,0.6611348],"genre_scores_gemma":[0.9475213,0.0006628323,0.003295181,0.0001716681,0.0001646859,0.00006795681,0.00002441769,0.00001370332,0.04807822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7181476,"threshold_uncertainty_score":0.3875329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05614838240710261,"score_gpt":0.3061246118986652,"score_spread":0.2499762294915626,"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."}}