{"id":"W3134686105","doi":"10.2139/ssrn.3798006","title":"Nature-Inspired Robust Hydrochromic Film for Dual Anticounterfeiting","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Polydiacetylene-based materials and applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Dual (grammatical number); Business; Astrobiology; Materials science; Art; Biology; Literature","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":[],"consensus_categories":[],"category_scores_codex":[0.0004589239,0.0001791788,0.0002264829,0.00003298271,0.0003598119,0.0001407894,0.0001973548,0.0001935203,0.0003089471],"category_scores_gemma":[0.00009899909,0.0001796917,0.0001754422,0.00008865283,0.00002879427,0.0001083081,0.00004154837,0.001204666,0.000019093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005003613,"about_ca_system_score_gemma":0.001962555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001158477,"about_ca_topic_score_gemma":0.0001160159,"domain_scores_codex":[0.9975236,0.00001745388,0.0003319127,0.0002801499,0.0001665666,0.001680285],"domain_scores_gemma":[0.9992819,0.00007682311,0.0001912889,0.0002407374,0.0001208846,0.00008839254],"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":[0.00004327011,0.00009432012,0.00007330308,0.00005200332,0.0001458079,0.000008044304,0.00002534463,0.0001470807,0.9618159,0.03559322,0.0004635138,0.001538199],"study_design_scores_gemma":[0.001920642,0.00005768763,0.00003569254,0.0001046473,0.0001272481,0.001379468,0.0008461234,0.001172411,0.9469801,0.0338488,0.01311683,0.0004103273],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873073,0.003576937,0.005313762,0.001053145,0.000208342,0.00006815822,0.00008425416,0.0000727514,0.002315405],"genre_scores_gemma":[0.9944695,0.001137948,0.0005034507,0.0001974625,0.001201056,0.00003060769,0.0000889665,0.00004731552,0.002323698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01483576,"threshold_uncertainty_score":0.7327614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007821202831433633,"score_gpt":0.2414094408260733,"score_spread":0.2335882379946396,"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."}}