{"id":"W4409662515","doi":"10.1016/j.rechem.2025.102287","title":"Strategic methods for the preparation of coumarin fused dihydroquinolines (CFDQ): A concise review","year":2025,"lang":"en","type":"review","venue":"Results in Chemistry","topic":"Multicomponent Synthesis of Heterocycles","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Coumarin; Computer science; Chemistry; Organic chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001377943,0.0006999366,0.002736937,0.00005860706,0.00007373681,0.00003976468,0.001283016,0.0006905011,0.0001607106],"category_scores_gemma":[0.001876149,0.0005027694,0.000947167,0.000189206,0.0001656213,0.00004921834,0.0002180634,0.0005563778,0.000003784855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002297903,"about_ca_system_score_gemma":0.00050156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002480937,"about_ca_topic_score_gemma":0.00000540837,"domain_scores_codex":[0.9957586,0.0001800008,0.002488882,0.0008671822,0.0002979182,0.0004074187],"domain_scores_gemma":[0.9888622,0.007595561,0.001618072,0.00173121,0.0001211272,0.00007187244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001297635,0.0001331608,3.918236e-7,0.5202399,0.0002569169,0.000002352112,0.00001398149,0.000007621614,0.00309074,0.00000906752,0.0004008544,0.4757152],"study_design_scores_gemma":[0.001006302,0.000004892659,1.181772e-7,0.2511706,0.001802776,0.00001516053,0.00002457993,0.0005165557,0.03011608,0.00008659475,0.7146519,0.000604427],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003059474,0.9915326,0.00005591153,0.00006930342,0.00008335993,0.001229987,0.0007442045,0.00006366758,0.00619032],"genre_scores_gemma":[0.00004507934,0.9942438,0.00236241,0.00001127207,0.0001726183,0.001290242,0.0008731213,0.00005949551,0.0009419518],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.714251,"threshold_uncertainty_score":0.9997424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153282653828777,"score_gpt":0.4659830498553847,"score_spread":0.350654784472507,"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."}}