{"id":"W3089377872","doi":"10.5539/jsd.v13n5p46","title":"COVID-19 Solar Disinfectant in Kuthambakkam, India – A Model of the Framework for Strategic Sustainable Development in Marginalised Communities","year":2020,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Sustainable development; Business; Environmental resource management; Political science; Economics; Ecology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005051945,0.0004422805,0.0002097059,0.00102203,0.002684581,0.005758029,0.001382824,0.001282368,0.006598696],"category_scores_gemma":[0.0006710865,0.0002525768,0.000551448,0.001006079,0.003714509,0.001705781,0.002983064,0.001259216,0.0007017044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008580868,"about_ca_system_score_gemma":0.008974099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08046492,"about_ca_topic_score_gemma":0.109184,"domain_scores_codex":[0.999253,0.0003872333,0.00001879583,0.00005894495,0.00008687547,0.0001951083],"domain_scores_gemma":[0.9996771,0.0001121457,0.00003804806,0.00002658223,0.00007141889,0.00007477879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000334519,0.0000757221,0.002692277,0.00013627,0.00001129487,0.001596973,0.006079228,0.03486926,0.0005827224,0.9445058,0.002201376,0.007215734],"study_design_scores_gemma":[0.000131821,0.0004279566,0.01316261,0.0009042798,0.00008089702,0.002339881,0.08793629,0.2138899,0.001045369,0.4012982,0.2785931,0.0001898595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1674566,0.0009035224,0.02776219,0.007053799,0.00009758657,0.000434567,0.0004149753,0.0001315471,0.7957451],"genre_scores_gemma":[0.9580737,0.0004924397,0.008537645,0.0002068298,0.000007774548,0.0002451284,0.0001082641,0.00001992149,0.0323083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08046492,"threshold_uncertainty_score":0.1599932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04509341242637473,"score_gpt":0.2566601679318803,"score_spread":0.2115667555055056,"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."}}