{"id":"W4393324765","doi":"10.2139/ssrn.4777608","title":"Freezing of a Spreading Droplet","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; University of Alberta","funders":"","keywords":"Mechanics; Computer science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009289473,0.0003340677,0.0003662437,0.0002509292,0.000646316,0.0007358092,0.0005055857,0.0005884245,0.005862442],"category_scores_gemma":[0.0003053801,0.000195864,0.0004565515,0.0001544654,0.0005228686,0.0006947073,0.0006955788,0.0008212666,0.000609618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005150929,"about_ca_system_score_gemma":0.0003471058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002824608,"about_ca_topic_score_gemma":0.0008817944,"domain_scores_codex":[0.9998889,0.000004185162,0.000004090693,0.00003115374,0.00003633437,0.00003533861],"domain_scores_gemma":[0.999908,0.00002293561,0.000009160967,0.0000238463,0.00001576794,0.0000203593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004559468,0.0001101185,0.00187071,0.0001470962,0.00006099849,0.002268656,0.0004070495,0.04865444,0.8967046,0.03301011,0.001500308,0.01480994],"study_design_scores_gemma":[0.0001121997,0.0009024212,0.006619966,0.00003306286,0.00004913056,0.0009039497,0.0003002866,0.3592322,0.611665,0.01387768,0.006217085,0.00008711038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408103,0.0004420566,0.02489079,0.0005498796,0.0002841041,0.00009833509,0.0004329774,0.0002407013,0.0322509],"genre_scores_gemma":[0.986501,0.0001734407,0.002683034,0.00007106163,0.00003903761,0.00001394491,0.0003502813,0.00005583674,0.01011241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005862442,"threshold_uncertainty_score":0.01961184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007206211225570962,"score_gpt":0.2197258713802483,"score_spread":0.2125196601546774,"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."}}