{"id":"W7083584501","doi":"10.11575/prism/50610","title":"Expanding Knowledge Landscapes: Supporting Non-Traditional Theses at UCalgary","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"Chemical and Physical Properties of Materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Multidisciplinary approach; Subject (documents); Point (geometry); Key (lock); Graduate students","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.022675,0.0002167709,0.0002989467,0.00152743,0.01122981,0.01445688,0.002989942,0.00134751,0.01759795],"category_scores_gemma":[0.03169104,0.0003638038,0.0003448323,0.001783002,0.005821999,0.008595325,0.02015859,0.002565559,0.002529715],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004529156,"about_ca_system_score_gemma":0.01963909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004803353,"about_ca_topic_score_gemma":0.02935403,"domain_scores_codex":[0.984852,0.009591348,0.0004379835,0.0008507594,0.002384865,0.001883055],"domain_scores_gemma":[0.9501244,0.01744077,0.003935995,0.006380278,0.004849889,0.01726861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002244877,0.001551939,0.04979632,0.0007225142,0.00003364426,0.00299311,0.2187079,0.0003357876,0.003779254,0.03106211,0.04979541,0.6409976],"study_design_scores_gemma":[0.00005138669,0.000474798,0.02971832,0.0008647312,0.00002561641,0.00108429,0.3547994,0.0009145013,0.002941174,0.02293319,0.5861207,0.00007188947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7055867,0.001758917,0.01166239,0.04986203,0.0003726002,0.0004079054,0.0001691911,0.0006941965,0.229486],"genre_scores_gemma":[0.9406824,0.0009997422,0.02553936,0.003747207,0.0001139905,0.0001828916,0.0001620873,0.0001867615,0.02838537],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9970101,"threshold_uncertainty_score":0.1199182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05630466312340729,"score_gpt":0.3180426251253651,"score_spread":0.2617379620019578,"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."}}