{"id":"W4416775027","doi":"10.1142/s1088424625020043","title":"Preface","year":2025,"lang":"en","type":"article","venue":"Journal of Porphyrins and Phthalocyanines","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"","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":[0.0004140956,0.000140967,0.0003007432,0.0003022933,0.00007615132,0.00006169329,0.0001810408,0.00005479009,0.0001216829],"category_scores_gemma":[0.0001041464,0.0001057326,0.000108473,0.0003339127,0.00007094454,0.000248801,0.00006092573,0.0001979032,0.00003532124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003017362,"about_ca_system_score_gemma":0.0001002529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001676418,"about_ca_topic_score_gemma":0.000006773819,"domain_scores_codex":[0.9990237,0.00004743008,0.000436491,0.0001102111,0.0002092926,0.0001728494],"domain_scores_gemma":[0.9990835,0.00007071926,0.0003274797,0.0001422085,0.0002725803,0.0001034692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001281518,0.001029789,0.4824529,0.0003920067,0.001244936,0.0008892595,0.001263567,0.0003341969,0.2494131,0.04123431,0.1946862,0.02577823],"study_design_scores_gemma":[0.004390655,0.0007428501,0.6179666,0.0006592075,0.0003862505,0.003281465,0.0006482688,0.0002241133,0.02442967,0.01169082,0.3350728,0.0005072969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977365,0.00274621,0.0001830438,0.0005931949,0.0004269894,0.00006585909,0.00001170177,0.00001987811,0.01858814],"genre_scores_gemma":[0.9957225,0.0001261785,0.0009520771,0.0001015563,0.0002040805,8.339741e-7,6.663598e-7,0.0000187469,0.002873354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2249835,"threshold_uncertainty_score":0.431165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004679017265938645,"score_gpt":0.2704547104781261,"score_spread":0.2657756932121874,"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."}}