{"id":"W4411873872","doi":"10.2196/65978","title":"Financial Feasibility of Developing Sustained-Release Incrementally Modified Drugs in Thailand’s Pharmaceutical Industry: Mixed Methods Study","year":2025,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Timeline; Activity-based costing; Investment (military); Clinical trial; Business; Pharmaceutical industry; Payback period; Process (computing); Operations management; Finance; Risk analysis (engineering); Actuarial science; Operations research; Computer science; Medicine; Marketing; Economics; Engineering; Pharmacology; Production (economics); Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003067418,0.0002547454,0.0008188312,0.0005230568,0.00007806628,0.0000447256,0.0004350971,0.0002850617,0.0001734563],"category_scores_gemma":[0.0009247939,0.0002974572,0.0001341481,0.0007417622,0.0001099753,0.0001579446,0.0003077785,0.0006802831,0.00002338894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005319916,"about_ca_system_score_gemma":0.0003181887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004041606,"about_ca_topic_score_gemma":0.0001189382,"domain_scores_codex":[0.9972813,0.0002111467,0.001341748,0.000591262,0.00005378222,0.0005207667],"domain_scores_gemma":[0.9988322,0.0002833207,0.0002908662,0.0003992205,0.00005648611,0.0001378689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008307726,0.002190757,0.5015486,0.0003075372,0.0002335315,0.00001340329,0.002137757,0.0001725116,0.0002635739,0.4743956,0.003939508,0.01396648],"study_design_scores_gemma":[0.02202506,0.0003180853,0.6990586,0.0001317552,0.0000920985,0.000002123677,0.003144304,0.02774955,0.006906774,0.1859204,0.05307547,0.001575757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781272,0.0002834708,0.00138922,0.004459186,0.0004960675,0.001112296,0.00008689787,0.00003124433,0.01401438],"genre_scores_gemma":[0.9964045,0.00004285333,0.001228745,0.001436602,0.00005876597,0.0001186245,0.00001147134,0.00001869512,0.0006797972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2884752,"threshold_uncertainty_score":0.9999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073496113869124,"score_gpt":0.419332029649971,"score_spread":0.3119824182630586,"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."}}