{"id":"W4213132667","doi":"10.7202/1070598ar","title":"Conceptual Finesse","year":2020,"lang":"en","type":"article","venue":"Philosophical Inquiry in Education","topic":"Narrative Theory and Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Finesse; Epistemology; Computer science; Philosophy; Physics; Optics; Laser","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008278674,0.00009229486,0.0001393097,0.00005786782,0.00009058323,0.00004501809,0.0001183413,0.00003222939,0.003232104],"category_scores_gemma":[0.0001339375,0.00008217539,0.00004940816,0.00009866526,0.0004576682,0.0002198864,0.00001970501,0.0001579557,0.0003369737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002012343,"about_ca_system_score_gemma":0.00006125809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001377786,"about_ca_topic_score_gemma":0.00001528563,"domain_scores_codex":[0.9993234,0.00008864448,0.0001991529,0.0001837562,0.00009652766,0.0001084716],"domain_scores_gemma":[0.9996544,0.00006158615,0.00004803589,0.0000899247,0.00007087817,0.00007521135],"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":[0.00002272324,0.0001483348,0.0001213115,0.000007226919,0.000007452239,0.000001002883,0.09043958,0.000008291646,0.0001107568,0.9067768,0.001554421,0.0008020362],"study_design_scores_gemma":[0.0003630812,0.0001365526,0.0002163625,0.000034748,0.00003375158,8.801697e-7,0.0580688,0.0002042777,0.0002109201,0.8038858,0.1365249,0.0003198516],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8012234,0.0003047943,0.00004907115,0.1469689,0.001080164,0.0001486468,0.00000800272,0.00007702126,0.05014006],"genre_scores_gemma":[0.9882611,0.000008602844,0.0000200375,0.005969951,0.005422262,0.00002601913,0.00003666917,0.000008321678,0.0002470293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1870377,"threshold_uncertainty_score":0.9976791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.151908579126459,"score_gpt":0.3181278904196888,"score_spread":0.1662193112932298,"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."}}