{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.002329199,0.0003502378,0.0004407618,0.001034865,0.001840941,0.00172196,0.0008599879,0.0001633898,0.001209246],"category_scores_gemma":[0.001079642,0.0003196433,0.0001191197,0.0005737603,0.003967123,0.001036166,0.0006272877,0.001343248,0.0008310855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000398614,"about_ca_system_score_gemma":0.0008269249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252475,"about_ca_topic_score_gemma":0.0000810691,"domain_scores_codex":[0.995596,0.0002165228,0.0005596445,0.0008279168,0.001495393,0.001304552],"domain_scores_gemma":[0.995358,0.0005303379,0.0001134661,0.0002951838,0.00339354,0.0003094978],"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":[0.000129417,0.0001662141,0.0006574736,0.0002191412,0.00009710223,0.00001262775,0.02125948,2.903231e-7,0.0004656931,0.9022461,0.0662812,0.008465337],"study_design_scores_gemma":[0.0007480502,0.0005017098,0.0002275477,0.0006860893,0.00002792939,0.000005597677,0.1139757,0.0004997958,0.001527934,0.7190131,0.1623733,0.0004133334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06642912,0.000242449,0.004127009,0.03529195,0.0004369787,0.001215629,0.00001465953,0.0003978007,0.8918444],"genre_scores_gemma":[0.9536698,0.0003637112,0.00007781656,0.0002820561,0.0006665473,0.0003034368,0.00004614913,0.00003935889,0.04455109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8872407,"threshold_uncertainty_score":0.9999469,"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."}}