{"id":"W2508688170","doi":"10.7202/1037097ar","title":"Still in Critical Demand?","year":2016,"lang":"en","type":"article","venue":"Canadian social work review","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004021254,0.0000774877,0.0002013651,0.00003167086,0.0002240321,0.00002779994,0.0002093556,0.0001091232,0.002728801],"category_scores_gemma":[0.0007838606,0.00005711082,0.00006704702,0.0005238267,0.000246918,0.0001640046,0.00001011065,0.00009319715,0.0003083633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004557668,"about_ca_system_score_gemma":0.0006223825,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02087594,"about_ca_topic_score_gemma":0.3111477,"domain_scores_codex":[0.9988792,0.0001633821,0.0001643405,0.0001498525,0.0001695112,0.0004737116],"domain_scores_gemma":[0.9994636,0.00006806996,0.00002993392,0.00008361191,0.00005560093,0.0002992063],"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":[0.00000255131,0.000006818012,0.0220808,0.0001958156,0.000007569157,0.00006575522,0.003407652,1.063425e-8,0.000004445313,0.2297973,0.3925749,0.3518564],"study_design_scores_gemma":[0.00005264398,0.000002458283,0.01236475,0.001229741,0.000006872714,2.454535e-7,0.0000659428,5.9321e-9,7.15532e-7,0.003056946,0.9831203,0.00009943588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01759778,0.1183595,0.00003719184,0.5956036,0.001648607,0.001075351,0.0001134125,0.00008902396,0.2654755],"genre_scores_gemma":[0.9623547,0.02265163,0.00004820198,0.01068824,0.0007548344,0.00002461042,0.000001623854,0.00001234782,0.003463829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9447569,"threshold_uncertainty_score":0.9981828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02812272438064467,"score_gpt":0.3294227699772059,"score_spread":0.3013000455965613,"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."}}