{"id":"W4255386727","doi":"10.1080/00437956.2015.1006855","title":"PRO theory","year":2015,"lang":"en","type":"article","venue":"WORD","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Syntax; Computer science; Linguistics; Arabic; Phenomenon; Grammar; Control (management); Universal grammar; Element (criminal law); Natural language processing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001511019,0.0008197477,0.0005277679,0.001980683,0.002553731,0.005025926,0.001641939,0.001903557,0.04073471],"category_scores_gemma":[0.002956814,0.0003163111,0.000717565,0.001272946,0.006617396,0.006177197,0.001985043,0.002148692,0.008768149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003384666,"about_ca_system_score_gemma":0.001483535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002848315,"about_ca_topic_score_gemma":0.001348699,"domain_scores_codex":[0.9984584,0.0003822582,0.00009081636,0.000502307,0.0003976483,0.0001685648],"domain_scores_gemma":[0.9986269,0.0003839582,0.0001078795,0.0003386337,0.0004541282,0.00008842028],"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":[0.000002807524,0.000002188696,0.00002902428,0.00000710125,9.596238e-7,0.000007672368,0.00005754018,0.00006358073,0.00001971167,0.9962603,0.001191504,0.002357617],"study_design_scores_gemma":[0.000009152796,0.000009746577,0.00009331713,0.00002934951,0.000004271557,0.00006241062,0.00008075116,0.001073461,0.0001506172,0.9071016,0.09137975,0.000005593968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005383663,0.001577038,0.08961622,0.005670025,0.0003483242,0.0000959889,0.0004053529,0.0002679458,0.8966353],"genre_scores_gemma":[0.6171004,0.003224592,0.04345468,0.003274285,0.001391126,0.0004520616,0.001127129,0.0005642881,0.3294114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04073471,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05694966118335533,"score_gpt":0.2548750606863533,"score_spread":0.197925399502998,"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."}}