{"id":"W4247450722","doi":"10.18733/c3s880","title":"Editorial introduction","year":2014,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001834614,0.00006623167,0.00008537353,0.00000713046,0.0003279828,0.00009819587,0.00007879044,0.0001210501,0.0003099386],"category_scores_gemma":[0.0001794204,0.00004095038,0.00002846957,0.00005738026,0.0003521571,0.000309938,0.000025828,0.000125062,0.00004224987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001531386,"about_ca_system_score_gemma":0.00001053111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001678118,"about_ca_topic_score_gemma":0.00003481455,"domain_scores_codex":[0.9993106,0.00007534034,0.00008154269,0.0001570815,0.0002087158,0.0001667695],"domain_scores_gemma":[0.9997407,0.0000197841,0.00003098157,0.00005304782,0.00006354069,0.00009195667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001695525,0.000007649573,0.0008023223,0.000003397557,0.000003205283,1.749273e-7,0.0169398,0.000001499641,0.0006674228,0.05895599,0.913313,0.009288569],"study_design_scores_gemma":[0.0001076964,0.00003808334,0.002750777,0.000002260856,0.000003962681,8.71888e-7,0.003308358,0.000002194518,0.00005686098,0.004094017,0.989554,0.00008087175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8671634,0.0001049393,0.00008851363,0.008441648,0.1088566,0.00009085732,0.000001937226,0.0001018569,0.01515033],"genre_scores_gemma":[0.5196694,0.0001343075,0.00005717357,0.0002240929,0.4766407,0.000002558349,0.000006794543,0.000002206309,0.003262725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3677842,"threshold_uncertainty_score":0.339361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3198152416712486,"score_gpt":0.4345652809097619,"score_spread":0.1147500392385133,"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."}}