{"id":"W3178533097","doi":"10.2139/ssrn.3857901","title":"AllFactory: An Aquaponics 4.0 Transdisciplinary Educational and Applied Research Learning Factory at the University of Alberta","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Aquaponics; Factory (object-oriented programming); Engineering; Environmental science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002719328,0.001058478,0.0007577358,0.001635644,0.002988532,0.003926222,0.002848995,0.001237937,0.1386428],"category_scores_gemma":[0.001188898,0.0008926747,0.000737671,0.001371365,0.001557316,0.001635029,0.005475973,0.001572404,0.03279621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005030657,"about_ca_system_score_gemma":0.02256824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1059386,"about_ca_topic_score_gemma":0.1885189,"domain_scores_codex":[0.9986777,0.0001037304,0.00002689943,0.000245281,0.0005276981,0.0004186088],"domain_scores_gemma":[0.9967436,0.0001999203,0.00006070327,0.0002779783,0.0006346817,0.00208316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003085738,0.002229479,0.02119951,0.0004713458,0.0000859838,0.001245965,0.004555,0.007897613,0.07123307,0.0266393,0.2312435,0.6301134],"study_design_scores_gemma":[0.0005255968,0.001205978,0.02167774,0.0001255205,0.00006247634,0.0005133126,0.002840226,0.01692209,0.0154311,0.006632935,0.9338719,0.0001910529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2030274,0.001298634,0.2378421,0.006137002,0.001037893,0.002138636,0.009879256,0.08185672,0.4567824],"genre_scores_gemma":[0.178819,0.0008178674,0.1365278,0.0007717934,0.0001148989,0.0005763585,0.007238507,0.005056835,0.6700769],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1386428,"threshold_uncertainty_score":0.4638063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03164255460655404,"score_gpt":0.2654280434843164,"score_spread":0.2337854888777624,"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."}}