{"id":"W7112434835","doi":"","title":"Research expertise overview for Institute of Business, Industry and Leadership","year":2025,"lang":"","type":"other","venue":"Insight (University of Cumbria)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Key (lock); Event (particle physics); Technology transfer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005270686,0.0008282181,0.0006340031,0.004006966,0.003469629,0.008438997,0.001657057,0.002935715,0.3476656],"category_scores_gemma":[0.007205533,0.0004770481,0.0005251164,0.003835851,0.0007139791,0.004625907,0.005824407,0.003318391,0.2363492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006257378,"about_ca_system_score_gemma":0.02507613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007086705,"about_ca_topic_score_gemma":0.01958757,"domain_scores_codex":[0.9959369,0.0007201879,0.0001713772,0.0004398094,0.00194412,0.0007876513],"domain_scores_gemma":[0.9822041,0.000764835,0.0004813892,0.0006220944,0.00803647,0.007891191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008495393,0.00001418358,0.00006532353,0.00009090463,8.899168e-7,0.00002126421,0.00007745917,0.00001302988,0.0001394207,0.00358596,0.964362,0.03162117],"study_design_scores_gemma":[0.000001575603,0.000004960217,0.0001982471,0.0000858231,8.821776e-7,0.00002273802,0.0001297389,0.00001226384,0.00004973539,0.0003527572,0.9991391,0.000002329215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007751426,0.01556616,0.002812974,0.103386,0.0293547,0.0006863121,0.004940816,0.001301452,0.8411765],"genre_scores_gemma":[0.007677203,0.01075422,0.002995212,0.009003646,0.005393524,0.0004919447,0.003893655,0.0006076166,0.959183],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3476656,"threshold_uncertainty_score":0.9304758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3465432291360386,"score_gpt":0.3408560823546736,"score_spread":0.005687146781365005,"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."}}