{"id":"W1605320307","doi":"10.22329/amr.v13i1.2834","title":"Three-way Hierarchical Classes: A Comparison of the Indclas and Tucker3-Hiclas Models","year":2009,"lang":"en","type":"article","venue":"Applied Multivariate Research","topic":"Tensor decomposition and applications","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mode (computer interface); Computer science; Relation (database); Binary number; Hierarchical database model; Theoretical computer science; Data mining; Mathematics; Arithmetic","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.02701826,0.001306199,0.001774026,0.003940403,0.00214897,0.005342575,0.00624306,0.002441067,0.008546985],"category_scores_gemma":[0.05720486,0.0009480371,0.004473633,0.00523482,0.006124899,0.008219051,0.004121071,0.004720279,0.00134779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005913373,"about_ca_system_score_gemma":0.003521698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01682924,"about_ca_topic_score_gemma":0.01755941,"domain_scores_codex":[0.9843239,0.009767713,0.0005181414,0.001990698,0.002479176,0.000920326],"domain_scores_gemma":[0.9386626,0.03946966,0.004932575,0.009114563,0.005996121,0.001824526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002774715,0.0001319009,0.008470017,0.0001402335,0.0002260071,0.0000842573,0.002107713,0.03193678,0.0001772522,0.8868151,0.005937444,0.06369574],"study_design_scores_gemma":[0.00004921437,0.00007530197,0.003849892,0.000087326,0.00007625706,0.000109083,0.0004158574,0.3628114,0.000147851,0.6277763,0.004528018,0.00007346646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07769398,0.001639477,0.8961079,0.006621959,0.0002215368,0.0004320747,0.001305968,0.000658292,0.01531877],"genre_scores_gemma":[0.7589148,0.001261678,0.2246085,0.001172262,0.0004864162,0.001248913,0.001716956,0.0003423557,0.01024817],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02701826,"threshold_uncertainty_score":0.1428879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2147205080877977,"score_gpt":0.4514452343994562,"score_spread":0.2367247263116584,"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."}}