{"id":"W6958198434","doi":"10.6084/m9.figshare.28525469.v1","title":"Webinar in Partnership with Times Higher Education: <b>Maximizing Research Visibility to Enhance Academic-Industry Collaboration</b>","year":2025,"lang":"en","type":"other","venue":"OPAL (Open@LaTrobe) (La Trobe University)","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Vision; Visibility; Profiling (computer programming); Position (finance); Information technology; Information system; Executive summary; Information management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009599827,0.0004104528,0.0005356572,0.00104682,0.0003037523,0.001406083,0.005177998,0.000872186,0.001093939],"category_scores_gemma":[0.0001051815,0.0004434572,0.0000808061,0.005439634,0.0002247873,0.001705077,0.00225668,0.001766125,0.0001934851],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009755665,"about_ca_system_score_gemma":0.006576611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009726075,"about_ca_topic_score_gemma":0.0007915631,"domain_scores_codex":[0.9963641,0.0006425032,0.0003223138,0.001431096,0.0005892453,0.00065071],"domain_scores_gemma":[0.9972928,0.0002448153,0.0002337215,0.00133202,0.0004793365,0.0004173608],"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":[0.00006539556,0.000369964,0.0006124357,0.00006327591,0.00004173636,0.00002258557,0.0008251521,0.00005084126,0.000008375182,0.3688578,0.6257128,0.003369707],"study_design_scores_gemma":[0.0005175452,0.0001008203,0.001009222,0.0007040565,0.00001670967,0.000001850955,0.001389198,0.0000221046,0.0000471319,0.0008836616,0.994809,0.0004987073],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001529804,0.000166688,0.0011186,0.01129169,0.0004507017,0.001388607,0.00002464665,0.0001627594,0.9852433],"genre_scores_gemma":[0.0138393,0.000052842,0.01325136,0.000954915,0.0001777347,0.00002931532,0.00003731761,0.00008152588,0.9715757],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3690962,"threshold_uncertainty_score":0.9998192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.044616346225929,"score_gpt":0.3862618051388612,"score_spread":0.3416454589129322,"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."}}