{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003771581,0.0003802478,0.0004332876,0.0003324086,0.0002127434,0.0005845835,0.001735059,0.000261119,0.00001714308],"category_scores_gemma":[0.002173953,0.0003715003,0.0001608077,0.001414058,0.0001731692,0.0009439379,0.001120442,0.0005724712,0.0000172959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002174926,"about_ca_system_score_gemma":0.0001927514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001066865,"about_ca_topic_score_gemma":0.00001134396,"domain_scores_codex":[0.9978415,0.0002292658,0.000191136,0.0008310325,0.0002774501,0.0006295738],"domain_scores_gemma":[0.997002,0.001343399,0.0001208495,0.001224532,0.0001898709,0.0001193463],"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":[0.00003574589,0.00008157417,0.0004387899,0.0002441411,0.0002005749,0.0002075244,0.0005439734,0.05706884,0.0005698833,0.5259621,0.02709068,0.3875562],"study_design_scores_gemma":[0.005366516,0.0007272451,0.07991296,0.002240504,0.0003344543,0.0001301708,0.006209604,0.07516821,0.05458864,0.3279822,0.44168,0.005659457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001149025,0.002816192,0.9735125,0.01347792,0.004627966,0.0002056871,0.00000435562,0.001032833,0.004207641],"genre_scores_gemma":[0.05354215,0.0002079161,0.8219941,0.0006308054,0.0001020161,0.00000538415,7.450221e-7,0.00001561221,0.1235012],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4145893,"threshold_uncertainty_score":0.9998737,"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."}}