{"id":"W2219299762","doi":"10.17831/rep:arcc%y155","title":"The architecture of phase change at McGill","year":2009,"lang":"en","type":"article","venue":"ARCC Conference Repository (Architectural Research Centers Consortium)","topic":"Modular Robots and Swarm Intelligence","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Universitaire Stichting","keywords":"Brine; Architecture; Geology; Computer science; Archaeology; Geography; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006894686,0.0003279882,0.0003541893,0.000250004,0.0008071808,0.0001065302,0.0009280188,0.0001130008,0.00005425897],"category_scores_gemma":[0.0001650186,0.0002296445,0.000192663,0.0003326709,0.0005680784,0.0001138862,0.0001867149,0.0008969212,0.00002661723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001907587,"about_ca_system_score_gemma":0.00006025597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001264614,"about_ca_topic_score_gemma":0.00009002595,"domain_scores_codex":[0.9964451,0.0003752372,0.0006051183,0.0004620459,0.001010096,0.001102354],"domain_scores_gemma":[0.9978533,0.0004982745,0.00009184553,0.0008517871,0.0003530244,0.0003517737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003731437,0.0001034159,0.0004083579,0.00008884953,0.0001017633,0.0001110895,0.001030817,0.0006612882,0.4384829,0.002188015,0.000446841,0.5560036],"study_design_scores_gemma":[0.002173703,0.002291088,0.01792229,0.0006630351,0.00005758393,0.0007873661,0.0004224957,0.03482727,0.8837932,0.004508855,0.05125641,0.001296648],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863255,0.001315906,0.001000179,0.001011285,0.0004887303,0.0008854282,0.00003641396,0.0001968766,0.008739678],"genre_scores_gemma":[0.9984899,0.0004872925,0.0001403103,0.00005988174,0.0001333653,0.00007012828,0.000009081895,0.00003113016,0.0005789069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5547069,"threshold_uncertainty_score":0.9364631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08312191445821948,"score_gpt":0.334369237453341,"score_spread":0.2512473229951215,"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."}}