{"id":"W4413096640","doi":"10.1109/iccsp64183.2025.11088572","title":"SkillForge AI-Powered Learning & Placement Platform","year":2025,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Artificial intelligence; Machine learning","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":[0.0007126426,0.0005152652,0.0001828597,0.0009055082,0.001931186,0.00142037,0.0008974471,0.00101057,0.1068492],"category_scores_gemma":[0.002567207,0.0001718927,0.0002031517,0.0003303738,0.001012977,0.00166308,0.004494153,0.001079784,0.03238109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008226454,"about_ca_system_score_gemma":0.001764769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002323883,"about_ca_topic_score_gemma":0.004590614,"domain_scores_codex":[0.9994802,0.0001046917,0.00001441738,0.00007393151,0.0001955294,0.0001312552],"domain_scores_gemma":[0.9982942,0.000238116,0.0001407262,0.0003008587,0.000262211,0.0007639116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003363067,0.0008894586,0.01004312,0.0002170899,0.0000113442,0.001676867,0.007594866,0.0008261431,0.008971647,0.05929713,0.4294781,0.480658],"study_design_scores_gemma":[0.00003396701,0.0004113057,0.007782133,0.0001096035,0.000003286199,0.001130273,0.0017089,0.001774338,0.002881355,0.007936522,0.976189,0.00003925045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.128049,0.0002408931,0.03643147,0.004506884,0.0004696829,0.0007576948,0.001784892,0.02450092,0.8032586],"genre_scores_gemma":[0.3824544,0.0002551671,0.03977642,0.0009537979,0.0001520197,0.0006379468,0.002154174,0.001382744,0.5722333],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1068492,"threshold_uncertainty_score":0.3574463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01102911354816167,"score_gpt":0.2965664640126799,"score_spread":0.2855373504645182,"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."}}