{"id":"W2893999801","doi":"","title":"The Canadian Writing Research Collaboratory: Infrastructure Development through Partnership.","year":2011,"lang":"en","type":"article","venue":"DH","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Collaboratory; General partnership; Political science; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001071514,0.00008667741,0.00006527839,0.00007600286,0.001225274,0.0004027672,0.001361352,0.00008778489,0.00001359305],"category_scores_gemma":[0.0001783477,0.00005966181,0.00001173603,0.0007854481,0.0001185467,0.0003161915,0.0002434762,0.0003862967,0.0000321352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002599491,"about_ca_system_score_gemma":0.001475368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007450306,"about_ca_topic_score_gemma":0.07854857,"domain_scores_codex":[0.9986542,0.0001132861,0.0001368028,0.0002360765,0.0003642542,0.0004953696],"domain_scores_gemma":[0.9989696,0.00007698159,0.00003927326,0.000425989,0.0003678021,0.0001203139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005224573,0.000009246695,0.003452684,0.00001915922,0.00001672859,0.00009867807,0.02497518,2.607638e-7,0.0001617517,0.8257117,0.04785786,0.09769152],"study_design_scores_gemma":[0.0001376661,0.0000518072,0.005510312,0.00008801615,0.000002069793,0.00002282125,0.0009428971,0.0001643401,0.06578352,0.248147,0.6787421,0.0004074652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1179304,0.05136458,0.1636068,0.03248252,0.003548854,0.004805396,0.00002206868,0.007290665,0.6189487],"genre_scores_gemma":[0.6636109,0.000005291792,0.3357805,0.0003495963,0.0000411071,0.00002389265,8.603232e-7,0.000006949805,0.0001809756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6308843,"threshold_uncertainty_score":0.9991592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09178839047304764,"score_gpt":0.3469579641236295,"score_spread":0.2551695736505818,"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."}}