{"id":"W4408706131","doi":"10.1364/bgpp.2024.bw2a.3","title":"Opportunities and Challenges in the Photonics Market","year":2024,"lang":"en","type":"article","venue":"","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Saint-Laurent","funders":"","keywords":"Photonics; Computer science; Engineering physics; Engineering; Optoelectronics; Materials science","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":[0.00417798,0.0005210526,0.0005781157,0.001057389,0.003272943,0.01058398,0.0009508382,0.005652568,0.02607148],"category_scores_gemma":[0.004067311,0.0003468044,0.0004471225,0.001053047,0.00367467,0.01943774,0.003817737,0.006659134,0.005116872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002474474,"about_ca_system_score_gemma":0.004817551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022402,"about_ca_topic_score_gemma":0.001856106,"domain_scores_codex":[0.9980075,0.000302346,0.0000519885,0.0001838874,0.001027838,0.000426474],"domain_scores_gemma":[0.9977723,0.0007646825,0.0001491651,0.00006892,0.0005317449,0.000713195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001035641,0.00009222184,0.000367389,0.0003604243,0.000007742427,0.0007933437,0.0006967171,0.0008163529,0.002407184,0.7745357,0.1324273,0.08739214],"study_design_scores_gemma":[0.00001349015,0.00006246301,0.0003736379,0.0003849273,0.000005642032,0.0006380914,0.002534159,0.001122477,0.0007989522,0.3342784,0.6597366,0.00005107869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.019872,0.1196946,0.009579334,0.6033913,0.0121905,0.00004304038,0.0004109674,0.0003101033,0.2345082],"genre_scores_gemma":[0.4518651,0.2496852,0.01890251,0.114468,0.0317434,0.0002685615,0.0005005951,0.0004998233,0.1320668],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02607148,"threshold_uncertainty_score":0.08721781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007272338776721,"score_gpt":0.2366325982854951,"score_spread":0.135905364407823,"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."}}