{"id":"W4415929206","doi":"10.26481/dis.20251120je","title":"Fair space","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Canada; Universiteit Maastricht; Radboud Universiteit","keywords":"Resilience (materials science); Space (punctuation); Psychological resilience; Joint (building); Social learning; Service (business)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001729744,0.0005964451,0.0005092448,0.0011493,0.005489853,0.01001567,0.001594781,0.002664313,0.4125973],"category_scores_gemma":[0.007049158,0.0002737567,0.0004941085,0.001355355,0.003375331,0.005918692,0.006619226,0.002019474,0.0879148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003485126,"about_ca_system_score_gemma":0.003730531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009671408,"about_ca_topic_score_gemma":0.02296906,"domain_scores_codex":[0.9978518,0.0006458496,0.00008022583,0.0003398685,0.0007189782,0.000363281],"domain_scores_gemma":[0.9982032,0.0003565016,0.00009151538,0.0004123362,0.0004380038,0.0004984777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005281338,0.00005786232,0.0004394509,0.0001345701,0.00000922142,0.0002202389,0.002511462,0.0002829838,0.0002566433,0.3709603,0.5267345,0.09834],"study_design_scores_gemma":[0.000002417407,0.000004427103,0.00009163732,0.00004681724,7.774184e-7,0.00002989431,0.0004582019,0.00002997009,0.00003650055,0.006937833,0.9923584,0.000003030488],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001303073,0.001449262,0.002414075,0.006220529,0.0021789,0.0000697891,0.0004709543,0.0001214652,0.9857718],"genre_scores_gemma":[0.03155214,0.001127245,0.001488413,0.001814037,0.0004824207,0.0001067483,0.000471907,0.0002588514,0.9626982],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4125973,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05532178021491964,"score_gpt":0.4865290290527718,"score_spread":0.4312072488378522,"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."}}