{"id":"W7069411367","doi":"","title":"9781000433838.pdf","year":2021,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rigour; Nexus (standard); Affordable housing; Urban planning; Diversity (politics); Perspective (graphical); Regional planning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003822941,0.0009053797,0.0006140071,0.001675691,0.001113345,0.008581943,0.001130541,0.001561917,0.8947847],"category_scores_gemma":[0.002137534,0.0004969053,0.0005672646,0.003187437,0.0004665404,0.003391238,0.003126854,0.001661706,0.8798631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007796495,"about_ca_system_score_gemma":0.0008390365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002190748,"about_ca_topic_score_gemma":0.002784613,"domain_scores_codex":[0.9995512,0.00004365845,0.00002423137,0.00007096441,0.0002558616,0.00005407065],"domain_scores_gemma":[0.999137,0.0001968431,0.00004283698,0.000104798,0.0003111321,0.0002074616],"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":[0.00001822793,0.00002257855,0.00009400474,0.0001625071,0.000002124076,0.00003772346,0.00006692419,0.00008206639,0.0002383405,0.004031201,0.8233954,0.1718487],"study_design_scores_gemma":[0.000002118728,0.000004222126,0.0001341312,0.00006792463,5.162532e-7,0.00002924094,0.00003529742,0.00002151821,0.00004554789,0.0003576607,0.9992992,0.000002717068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001792548,0.0006275847,0.0006262158,0.0003945804,0.0008124721,0.00003679344,0.002129553,0.0008925397,0.994301],"genre_scores_gemma":[0.0006031758,0.0007256467,0.0004876054,0.000170928,0.0001149008,0.00003221461,0.001948957,0.0006092444,0.9953073],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1052153,"threshold_uncertainty_score":0.1500768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01860718357036353,"score_gpt":0.2293696680850239,"score_spread":0.2107624845146604,"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."}}