{"id":"W4385174752","doi":"10.1016/j.jclepro.2023.138153","title":"Environmental life cycle assessment of recombinant growth factor production for cultivated meat applications","year":2023,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Life-cycle assessment; Production (economics); Sustainability; Biotechnology; Environmental impact assessment; Environmental science; Biology; Food science; Ecology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005490028,0.0003411864,0.0002046431,0.0003841509,0.000247816,0.0004153983,0.000270175,0.0004723972,0.001220599],"category_scores_gemma":[0.000503014,0.000101001,0.0005612088,0.0004227528,0.0001532093,0.0003665815,0.0002370797,0.0003452486,0.0002879578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053006,"about_ca_system_score_gemma":0.0003987044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004555149,"about_ca_topic_score_gemma":0.003849239,"domain_scores_codex":[0.9997471,0.00005168142,0.00001675928,0.0000516624,0.00008214319,0.00005068249],"domain_scores_gemma":[0.9996196,0.0001427937,0.00005737485,0.00002267315,0.0001323833,0.00002516786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001159974,0.0002499068,0.0058526,0.0001031657,0.00003419945,0.0001166536,0.00003998603,0.00813548,0.9746664,0.0001355003,0.000142019,0.009364161],"study_design_scores_gemma":[0.00001595651,0.002077438,0.0135063,0.00001312142,0.00004432748,0.00006281656,0.00009355997,0.01176552,0.970981,0.0001063993,0.001314891,0.00001862858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995546,0.0003941901,0.001821907,0.00002791325,0.000005780475,0.0000274576,0.001161623,0.00002257582,0.0009924583],"genre_scores_gemma":[0.9956774,0.0003456286,0.001366026,0.00001875467,0.000001697629,0.00003579167,0.001159172,0.00001652513,0.001378967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004555149,"threshold_uncertainty_score":0.009057224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01259898186081031,"score_gpt":0.2640531381105918,"score_spread":0.2514541562497815,"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."}}