{"id":"W3138265982","doi":"10.3920/jiff2020.0164","title":"Preliminary project design for insect production: part 4 – facility considerations","year":2021,"lang":"en","type":"article","venue":"Journal of Insects as Food and Feed","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Scope (computer science); Production (economics); Scale (ratio); Risk analysis (engineering); Systems engineering; Business; Computer science; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0004512349,0.0001052388,0.0001952136,0.0000215392,0.0002997943,0.00009131328,0.00004602889,0.00007523487,0.0001030311],"category_scores_gemma":[0.001039489,0.00004465532,0.00009461808,0.0002017951,0.00004176706,0.0001827339,0.00001930482,0.00011153,0.000001519318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001576096,"about_ca_system_score_gemma":0.0001193215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007356088,"about_ca_topic_score_gemma":0.00005001043,"domain_scores_codex":[0.9990578,0.0001857494,0.0002916922,0.0001668761,0.0001502776,0.0001475531],"domain_scores_gemma":[0.9988872,0.0003595858,0.0001733471,0.00003884381,0.0004664078,0.00007464974],"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":[0.002685866,0.001307396,0.001827733,0.0002457524,0.0003868147,0.0001482838,0.002892451,0.0002865532,0.8796927,0.002039581,0.05764766,0.05083919],"study_design_scores_gemma":[0.003996501,0.03989093,0.08914763,0.0004567667,0.0003268966,0.007336653,0.00426059,0.0004022838,0.7328178,0.01766342,0.1024968,0.001203775],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99611,0.0005865065,0.0001008416,0.002060537,0.0004807715,0.0003938868,0.00002943645,0.00001858498,0.00021941],"genre_scores_gemma":[0.9984771,0.000102472,0.0004307641,0.0003953566,0.0004025033,0.00001443495,0.00001694867,8.672963e-7,0.0001595565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1468749,"threshold_uncertainty_score":0.2305805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08964954267130722,"score_gpt":0.2649230616478221,"score_spread":0.1752735189765149,"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."}}