{"id":"W7134912072","doi":"10.1109/pcs65673.2025.11417568","title":"How Universal Are SAM2 Features?","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004659451,0.000606634,0.0005292181,0.001764246,0.001120508,0.004418261,0.001945984,0.001468058,0.01056541],"category_scores_gemma":[0.0357838,0.0006434203,0.0005303397,0.001826344,0.002107688,0.01726839,0.002842044,0.001709412,0.003815011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009511852,"about_ca_system_score_gemma":0.001314506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002653019,"about_ca_topic_score_gemma":0.002368472,"domain_scores_codex":[0.9957312,0.0009672954,0.0002049219,0.0007201508,0.001698348,0.0006781647],"domain_scores_gemma":[0.9789505,0.008137142,0.002199949,0.006096801,0.003907406,0.0007083186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008348477,0.0002704651,0.05107994,0.0008453663,0.0001511124,0.0003131809,0.003065471,0.002782226,0.01344642,0.2140161,0.0383113,0.6748835],"study_design_scores_gemma":[0.000153372,0.0006758873,0.05035895,0.0009817507,0.0004113217,0.002105364,0.005670729,0.03469151,0.03836223,0.450103,0.4162546,0.0002312941],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5414962,0.003509888,0.24697,0.0153185,0.0007848593,0.0001464079,0.002146932,0.02151295,0.1681144],"genre_scores_gemma":[0.9534006,0.0005103829,0.03189924,0.001185042,0.0002730401,0.00007787946,0.000930566,0.002678161,0.009045128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01056541,"threshold_uncertainty_score":0.03534478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02729096740780368,"score_gpt":0.2772947376694618,"score_spread":0.2500037702616581,"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."}}