{"id":"W7115036381","doi":"","title":"Phenomenology and dynamics of cosmological first-order phase transitions","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds de recherche du Québec – Nature et technologies; Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada; Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Phenomenology (philosophy); Phase transition; Dynamics (music); Transition (genetics); Field (mathematics)","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":[0.000231943,0.0001701014,0.000236105,0.0004022902,0.0006405251,0.001184931,0.0004118819,0.0005227102,0.004646645],"category_scores_gemma":[0.0009567537,0.0002341787,0.0003564937,0.0002555419,0.001097774,0.001520773,0.0005598454,0.0005989356,0.0002171006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009328843,"about_ca_system_score_gemma":0.0004191699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001436639,"about_ca_topic_score_gemma":0.001287827,"domain_scores_codex":[0.9999382,0.0000119498,0.000001918835,0.00001283008,0.00001597612,0.00001905378],"domain_scores_gemma":[0.9997731,0.00005966445,0.00005563932,0.00003225852,0.00002791279,0.00005146399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007887173,0.00002958553,0.002876522,0.00006867915,0.00001554855,0.0002816162,0.0005099413,0.009458049,0.01101912,0.9716428,0.0006784268,0.003340939],"study_design_scores_gemma":[0.00005843901,0.00007894992,0.01178436,0.00002758158,0.00001893697,0.0005532789,0.0004556253,0.09545121,0.005131064,0.8797671,0.006613409,0.00006007384],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927029,0.000938926,0.02886205,0.001024641,0.0000518936,0.00003417237,0.0001862743,0.0001939162,0.04167909],"genre_scores_gemma":[0.9933669,0.0002222592,0.002213168,0.00004066875,0.00002030793,0.00001206824,0.00004406399,0.00002794336,0.004052742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004646645,"threshold_uncertainty_score":0.01554459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0106189905443198,"score_gpt":0.2590983164263714,"score_spread":0.2484793258820516,"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."}}