{"id":"W4393932158","doi":"10.55041/ijsrem30075","title":"PLACEMENT PREDICTION SYSTEM USING MACHINE LEARNING","year":2024,"lang":"en","type":"article","venue":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Graduation (instrument); Plan (archaeology); Computer science; Work (physics); Bridge (graph theory); Action (physics); Mathematics education; Action plan; Medical education; Engineering; Psychology; Management","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":[0.0004952012,0.001463457,0.001197879,0.002590733,0.0007531414,0.00102271,0.001765742,0.0009413147,0.005712322],"category_scores_gemma":[0.001708839,0.0003593813,0.0007850018,0.001612884,0.0001967142,0.0007344886,0.0008943451,0.001071559,0.00582527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127772,"about_ca_system_score_gemma":0.0008411009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008805402,"about_ca_topic_score_gemma":0.01113735,"domain_scores_codex":[0.9993603,0.00005589902,0.00007536324,0.0002290798,0.0001871079,0.00009217605],"domain_scores_gemma":[0.9989526,0.0001624037,0.0001473855,0.00008064744,0.0005060521,0.0001507709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008849914,0.002349453,0.07051075,0.0002918791,0.0001987957,0.001292308,0.000123859,0.06067248,0.007101096,0.0004646102,0.04418404,0.8119257],"study_design_scores_gemma":[0.00006743102,0.0005622745,0.02199458,0.00004796085,0.00008352125,0.0003633024,0.0001303512,0.9621255,0.007693903,0.001199886,0.005667685,0.00006347663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6302414,0.002327474,0.279348,0.002338049,0.002914174,0.001204573,0.01344699,0.04701097,0.02116842],"genre_scores_gemma":[0.9010434,0.0005487003,0.07035422,0.0003668826,0.0002680149,0.000446129,0.01050105,0.0001635291,0.01630802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008805402,"threshold_uncertainty_score":0.01910967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03957022713020987,"score_gpt":0.3328166995619094,"score_spread":0.2932464724316995,"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."}}