{"id":"W4407208663","doi":"10.24251/hicss.2025.331","title":"Cultural Cartography: Pathways to Enhance Netnographic Integration","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... Annual Hawaii International Conference on System Sciences/Proceedings of the Annual Hawaii International Conference on System Sciences","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Geography; Cartography","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":[0.01245139,0.0007818286,0.0004334129,0.005862998,0.008660873,0.01759411,0.002124146,0.001326559,0.01002477],"category_scores_gemma":[0.02174043,0.0006127978,0.0005245489,0.005523638,0.01619284,0.02252625,0.01829473,0.001918622,0.001117774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005634917,"about_ca_system_score_gemma":0.009547942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01351,"about_ca_topic_score_gemma":0.02388985,"domain_scores_codex":[0.9933241,0.004605398,0.000237837,0.0006011247,0.0007476902,0.0004838293],"domain_scores_gemma":[0.9869325,0.0064011,0.0009461552,0.00283312,0.00179676,0.001090372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000674334,0.00006472415,0.01053643,0.0003661879,0.00002959255,0.00047543,0.3701444,0.000608578,0.0009642964,0.48128,0.002802902,0.13266],"study_design_scores_gemma":[0.00002411919,0.00006524682,0.005586991,0.000996015,0.00005002847,0.0005520118,0.4062085,0.003342074,0.001783825,0.2837608,0.2975776,0.00005284846],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2556535,0.003003529,0.2772219,0.02085968,0.0005082151,0.0006531223,0.0003830239,0.0007958025,0.4409212],"genre_scores_gemma":[0.9091009,0.0009420802,0.07145125,0.0004383228,0.00005749385,0.0003157055,0.0002030267,0.000309505,0.01718165],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01759411,"threshold_uncertainty_score":0.06585008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04254401788882986,"score_gpt":0.3330502083075303,"score_spread":0.2905061904187004,"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."}}