{"id":"W4238891094","doi":"10.1007/978-3-030-71363-8_14","title":"Get Control of Your Commas","year":2021,"lang":"en","type":"book-chapter","venue":"Innovation and change in professional education","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Sentence; Computer science; Meaning (existential); Linguistics; Natural language processing; Control (management); Contrast (vision); Artificial intelligence; Philosophy; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002875995,0.0001556474,0.0002263595,0.0005306648,0.0000445314,0.00003322954,0.0002643048,0.0002693651,0.0000584265],"category_scores_gemma":[0.00006287464,0.0001450193,0.00002220227,0.0002735714,0.00004093005,0.0003157232,0.0001292097,0.0003626557,0.00000200143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000650154,"about_ca_system_score_gemma":0.0004888811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003292889,"about_ca_topic_score_gemma":0.00001032259,"domain_scores_codex":[0.9989226,0.0000299218,0.0004168904,0.0002734174,0.000260753,0.00009638026],"domain_scores_gemma":[0.9985567,0.00005072281,0.0004367659,0.0002495508,0.0006848314,0.00002142556],"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":[0.000004948651,0.00004948441,0.0001671501,0.0001121627,0.000005188313,0.00000154141,0.0007502479,1.91756e-8,0.0002871776,0.8624415,0.0008510407,0.1353295],"study_design_scores_gemma":[0.0007172495,0.00009209198,0.002873117,0.00549872,0.00002029354,0.00004225807,0.0001916276,0.0007207817,0.002141801,0.9262806,0.06069513,0.000726348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03011497,0.2508435,0.2241225,0.1776552,0.05375725,0.01343602,0.0003975703,0.002289658,0.2473833],"genre_scores_gemma":[0.5821015,0.0003926067,0.08236624,0.01176839,0.001001475,0.0004092983,0.0007416072,0.00006822736,0.3211507],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5519865,"threshold_uncertainty_score":0.5913714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0504789636530071,"score_gpt":0.3553748731180437,"score_spread":0.3048959094650366,"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."}}