{"id":"W6968215307","doi":"10.5281/zenodo.14832310","title":"D5.1 Stakeholders Engagement with GDEI perspective Toolkit","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Healthcare Facilities Design and Sustainability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"European Commission","keywords":"Process (computing); Set (abstract data type); Perspective (graphical); Diversity (politics); Local community; Selection (genetic algorithm)","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":[0.0180049,0.0009925866,0.0007648325,0.003540632,0.004432851,0.01265272,0.003991668,0.004252876,0.06393617],"category_scores_gemma":[0.01993758,0.0008936828,0.001239183,0.004566673,0.004642029,0.00825067,0.01611211,0.004761703,0.02855422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01154907,"about_ca_system_score_gemma":0.02480012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01387068,"about_ca_topic_score_gemma":0.02499313,"domain_scores_codex":[0.9831814,0.009330036,0.001021322,0.001116113,0.003612861,0.001738242],"domain_scores_gemma":[0.9872212,0.005469375,0.000333442,0.002128061,0.003249449,0.001598523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001859182,0.0002873503,0.002582855,0.004067767,0.00002713016,0.001357406,0.09638439,0.002315506,0.003120142,0.4511609,0.2697281,0.1687826],"study_design_scores_gemma":[0.00001615913,0.00001478206,0.000460016,0.0006517195,0.000004449253,0.0001308519,0.009558115,0.0001786944,0.0004030948,0.01823768,0.9703197,0.00002466997],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01014893,0.001323234,0.07838982,0.0159772,0.0007895844,0.004561024,0.01040918,0.003704728,0.8746963],"genre_scores_gemma":[0.1679678,0.002992799,0.3431798,0.01129961,0.0002174962,0.02031081,0.02107232,0.003806661,0.4291527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06393617,"threshold_uncertainty_score":0.2138878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1372351878462135,"score_gpt":0.3175989356802054,"score_spread":0.1803637478339919,"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."}}