{"id":"W2765908446","doi":"","title":"Architects' perception of selected bio-based building materials in France and Gabon","year":2017,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hectare; Firewood; Geography; Forestry; Euros; Agroforestry; Archaeology; Environmental protection; Environmental science","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":[0.001471196,0.0002084427,0.000286245,0.0003008739,0.00008437617,0.0001698361,0.0004495541,0.0001748585,0.00006885806],"category_scores_gemma":[0.0003442982,0.0002395004,0.00004435672,0.0001876145,0.0001282652,0.00006166199,0.0003119732,0.0001989572,0.000004004282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005970864,"about_ca_system_score_gemma":0.00004540065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004137629,"about_ca_topic_score_gemma":0.0006411863,"domain_scores_codex":[0.9981807,0.0007282551,0.0003758568,0.0003434753,0.0001791979,0.0001925178],"domain_scores_gemma":[0.998264,0.0001383056,0.0002216849,0.0009217589,0.0003957827,0.00005853251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003234676,0.0005340838,0.04433558,0.004814514,0.0001518762,0.000009072562,0.008609877,0.01210308,0.8037218,0.01735922,0.0004314298,0.1078971],"study_design_scores_gemma":[0.001240138,7.314155e-7,0.2573339,0.005792637,0.0000474791,0.000002445867,0.00006817259,0.1796965,0.549769,0.001229271,0.004101988,0.0007177588],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9070972,0.0003494268,0.08728811,0.0005511382,0.0001724036,0.0003847604,0.00004453588,0.000155182,0.003957242],"genre_scores_gemma":[0.9781337,0.0004091068,0.02081488,0.000009758784,0.00000801274,0.00004019284,0.0002318338,0.00003311003,0.0003194215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2539528,"threshold_uncertainty_score":0.9766544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008386853926736798,"score_gpt":0.2154313722801215,"score_spread":0.2070445183533847,"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."}}