{"id":"W7009548947","doi":"","title":"Environmental impact of roof tiles with mass-customization produced integrated flexible CIGS devices","year":2023,"lang":"en","type":"article","venue":"TU/e Research Portal","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Environmental impact assessment; Copper indium gallium selenide solar cells; Roof; Environmental effect","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003989815,0.0001591687,0.0002768602,0.0004243297,0.00006343348,0.00006572041,0.0002206543,0.00005603495,0.0009467488],"category_scores_gemma":[0.00003437945,0.0001122982,0.00007416932,0.0007961774,0.0001013414,0.0002214847,0.00005278829,0.0001546397,0.0001207068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008978282,"about_ca_system_score_gemma":0.00004677837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001570398,"about_ca_topic_score_gemma":0.00002207131,"domain_scores_codex":[0.9984518,0.00007252301,0.0002691901,0.0002099065,0.0006003696,0.0003961822],"domain_scores_gemma":[0.9994665,0.00005871976,0.0000470326,0.0002615013,0.00006968869,0.00009657042],"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":[0.00009280055,0.00001476129,0.02417721,0.00007883331,0.0002807834,0.00003171408,0.0001143143,0.04966511,0.9217748,0.00001265341,0.002179882,0.001577143],"study_design_scores_gemma":[0.000500569,0.0002728589,0.2880222,0.0000929547,0.00003870345,0.00001880481,0.0002665147,0.02934745,0.6808779,0.00007112316,0.0001939001,0.0002971333],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985224,0.00006233005,0.00002544551,0.00002670667,0.00003596109,0.0002527968,0.00007805274,0.0002418504,0.0007544678],"genre_scores_gemma":[0.9991243,0.000039642,0.0001371228,7.737898e-7,0.00006468487,0.00002312604,0.0003596833,0.00003856856,0.0002120447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2638449,"threshold_uncertainty_score":0.9999665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727412612377333,"score_gpt":0.3222381906318535,"score_spread":0.2949640645080802,"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."}}