{"id":"W4413802752","doi":"10.24908/iqurcp19074","title":"Beach Combing - Intuition as Inquiry","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Intuition; Instinct; Process (computing); Art methodology; Aesthetics; Visual arts; Sociology; Art; Computer science; Epistemology; Contemporary art; Philosophy; Performance art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01337358,0.0009663403,0.0009300312,0.003048413,0.005928812,0.01531783,0.001657657,0.003927225,0.008955158],"category_scores_gemma":[0.02126921,0.0006341073,0.001293781,0.00215611,0.08295899,0.02515572,0.01190059,0.007312764,0.002013787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006386626,"about_ca_system_score_gemma":0.005503036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003089804,"about_ca_topic_score_gemma":0.002839616,"domain_scores_codex":[0.9761767,0.01770127,0.00064597,0.00203705,0.002466448,0.0009725447],"domain_scores_gemma":[0.9828594,0.01083056,0.000939125,0.003077161,0.001421714,0.000872059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002822162,0.00002492883,0.0005780353,0.0002042651,0.00001062881,0.0001536133,0.04226079,0.0003351242,0.0004219284,0.9425125,0.002389173,0.01108078],"study_design_scores_gemma":[0.00002379868,0.00005353275,0.0004386762,0.0004462307,0.00001195643,0.0002593485,0.02033234,0.0008087591,0.000468623,0.8493007,0.1278194,0.00003644619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03883432,0.01270843,0.2483885,0.05707414,0.001393299,0.0004025343,0.0001462187,0.0007430587,0.6403096],"genre_scores_gemma":[0.893707,0.004079039,0.05167772,0.005347959,0.0004188665,0.0003876133,0.00009196505,0.0004083145,0.04388146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01531783,"threshold_uncertainty_score":0.07072711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1602864983165447,"score_gpt":0.4039136424600547,"score_spread":0.2436271441435099,"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."}}