{"id":"W4394820475","doi":"10.1080/13602365.2024.2331505","title":"Impact of biophilic design parameters on university students’ place attachment and quality of campus life","year":2024,"lang":"en","type":"article","venue":"The Journal of Architecture","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Social connectedness; Psychology; University campus; Place attachment; Quality of life (healthcare); Identity (music); Built environment; Descriptive statistics; Architectural engineering; Social psychology; Engineering; Aesthetics; Civil engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001062184,0.00008617675,0.0001947323,0.00006501254,0.00004658805,0.000006851254,0.0002553046,0.00003250967,0.000060914],"category_scores_gemma":[0.00002699485,0.00004761369,0.00009959053,0.0001540241,0.0001869789,0.00004234703,0.00008017657,0.000260933,0.000003298301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281042,"about_ca_system_score_gemma":0.00005308364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007568985,"about_ca_topic_score_gemma":0.000107428,"domain_scores_codex":[0.9989023,0.000322655,0.0002024667,0.00007672228,0.0003776789,0.0001181559],"domain_scores_gemma":[0.9991625,0.0003700465,0.0002122669,0.0001353752,0.000007282571,0.0001125054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002298509,0.0002134023,0.8831784,0.00008921057,0.0003280067,0.00001858139,0.0110849,0.08426001,0.01242459,0.00002427727,0.001873508,0.004206613],"study_design_scores_gemma":[0.0005173886,0.002090969,0.9958263,0.0001066548,0.00008071249,0.0000322798,0.0004457079,0.0001145518,0.000374726,0.0002194219,0.0001099493,0.0000813213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975459,0.0002571327,0.001335473,0.0006574632,0.00003369244,0.0001172009,0.0000107992,0.000003338879,0.00003900499],"genre_scores_gemma":[0.9992532,0.000155114,0.0004524548,0.0000462551,0.00001469703,4.983003e-8,1.369233e-7,0.000004576776,0.00007355998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1126479,"threshold_uncertainty_score":0.194163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03522498546933471,"score_gpt":0.3171908055954167,"score_spread":0.281965820126082,"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."}}