{"id":"W6940399715","doi":"10.7488/ds/3332","title":"Photographs of social housing in multiple cities, Malta","year":2022,"lang":"en","type":"other","venue":"University of Edinburgh","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; General partnership; Adventure; Quarter (Canadian coin); Public housing; Urbanism; China; Citation; Principal (computer security)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000498946,0.00007721329,0.0001881695,0.0000738095,0.00007665453,0.000002425845,0.0001867216,0.0001061696,0.366827],"category_scores_gemma":[0.00001461669,0.00004587628,0.0001083113,0.0002408603,0.00002013459,0.00002153719,0.00007731451,0.0001298369,0.000002452535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001816606,"about_ca_system_score_gemma":0.000008580019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03188959,"about_ca_topic_score_gemma":0.009819649,"domain_scores_codex":[0.9995592,0.00002099778,0.00007654427,0.000124358,0.000117257,0.000101667],"domain_scores_gemma":[0.9995395,0.000256523,0.0001441518,0.00002557875,0.00001341135,0.00002081195],"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":[0.00005825251,0.00007446407,0.02782145,0.000008439584,0.00002747418,0.0000136986,0.0002857456,0.000001755776,0.005388638,0.00004367541,0.9649314,0.001345009],"study_design_scores_gemma":[0.00006132699,0.0000458473,0.0007359384,0.00005113049,0.00001607679,9.231414e-7,0.003883093,0.00001039693,0.0000239667,0.0000270663,0.9950448,0.00009944573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1631002,0.0002128475,0.000001022142,0.00006542747,0.0003098412,0.0001737975,0.005169426,0.00004045903,0.830927],"genre_scores_gemma":[0.3510733,0.001397337,0.0001438254,0.00004699218,0.0003814464,5.486703e-7,0.003056215,0.000007505094,0.6438928],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3668245,"threshold_uncertainty_score":0.9745572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296039774537059,"score_gpt":0.1742596920817374,"score_spread":0.1612992943363669,"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."}}