{"id":"W7022836950","doi":"","title":"Boundary Images","year":2023,"lang":"en","type":"article","venue":"","topic":"Digital Media and Philosophy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Boundary (topology); Image (mathematics); Visualization; Point (geometry); Work (physics); Digital image","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004509544,0.00003182906,0.00003253856,0.00004635891,0.00002892026,0.0001561011,0.0003151118,0.000009224403,0.00001603447],"category_scores_gemma":[0.00001302282,0.00002518887,0.00001937892,0.0003300072,0.00001691443,0.0003646017,0.0001381802,0.00002163208,0.003032865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002373139,"about_ca_system_score_gemma":0.00001570412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001523078,"about_ca_topic_score_gemma":1.449497e-7,"domain_scores_codex":[0.9996524,0.000004220501,0.00004081217,0.0001026525,0.00009724164,0.0001027048],"domain_scores_gemma":[0.9997189,0.00003622511,0.000005577759,0.0001858983,0.00001036352,0.00004300748],"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":[5.444418e-7,0.00001601045,0.0003843941,0.000005882942,0.00000490724,0.00006221362,0.0001790393,0.000002332979,0.0005835893,0.7080449,0.137304,0.1534123],"study_design_scores_gemma":[0.0001022879,0.00004761189,0.007112772,0.000004439621,6.267335e-7,0.000007701484,0.000007579645,0.002029535,0.00405004,0.7684963,0.2180041,0.0001370493],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008513737,0.00003175834,0.03443377,0.01188344,0.000920886,0.00004626955,0.000001501267,0.001275674,0.942893],"genre_scores_gemma":[0.9796148,0.000006474338,0.005506953,0.001192745,0.0001104435,0.00000574988,0.00000236002,0.000004019141,0.01355646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.971101,"threshold_uncertainty_score":0.9977434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01912258094210623,"score_gpt":0.2427828805811841,"score_spread":0.2236602996390779,"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."}}