{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002031997,0.00008535066,0.0001215266,0.00002223148,0.001467596,0.00004601402,0.0002732927,0.00008391421,0.0003964091],"category_scores_gemma":[0.00003816957,0.00003857238,0.00005606882,0.0003578541,0.0001706171,0.00009521162,0.0000974608,0.001272842,0.00001240506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480224,"about_ca_system_score_gemma":0.0007272885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002527392,"about_ca_topic_score_gemma":0.02794237,"domain_scores_codex":[0.9982508,0.0003081005,0.0001684866,0.0002072018,0.0003103394,0.0007550716],"domain_scores_gemma":[0.9991731,0.000378491,0.000105328,0.00007248371,0.0002128258,0.00005776227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000166214,0.0003317643,0.006328676,0.00001601601,0.0001967962,0.000003242701,0.007305152,0.0002655902,0.1718711,0.7916687,0.00032734,0.02151948],"study_design_scores_gemma":[0.001582168,0.00216313,0.08920048,0.0001024019,0.0001159341,0.00131799,0.2743516,0.001396686,0.002691416,0.464514,0.1614905,0.001073658],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918957,0.001501085,0.00001864609,0.003725813,0.00006297239,0.00007713021,0.000003979107,0.000004747813,0.00270991],"genre_scores_gemma":[0.9914733,0.001459987,0.00001129019,0.00001459478,0.0001300637,6.637526e-7,0.00004712124,0.000001666394,0.006861279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3271546,"threshold_uncertainty_score":0.9998323,"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."}}